{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e2156c42",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/learn/experimental/semantic-search-filtering/semantic-search-with-filtering.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/learn/experimental/semantic-search-filtering/semantic-search-with-filtering.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07d3de81",
   "metadata": {},
   "source": [
    "# Text search with metadata filtering (Example)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce3fefbf",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to use Pinecone's metadata filtering feature to refine similarity results.\n",
    "\n",
    "The goal is to create a search algorithm that retrieves similar news articles based on text queries and metadata filters.\n",
    "Metadata filters enhance our queries to retrieve the articles that satisfy some user-defined conditions.\n",
    "**Imagine this query:**  \n",
    "\n",
    "*I want similar articles about \"The Lord of the Rings\" but published by \"Los Angeles Times\" from 2015 to 2018 as a newspaper article.*  \n",
    "\n",
    "Pinecone query can do just that. It finds articles that match conditions on a publisher, year range, category, etc. It returns you a sorted list of scored articles. Just specify filtering conditions in a query, and Pinecone will see it done. No need for manual refinement of the results. Powerful, right?\n",
    "\n",
    "**How do we achieve this?**  \n",
    "We need to store vector representations of the articles in Pinecone's index. These vectors and their proximity capture semantic relations. Nearby vectors indicate similar content, and contents from faraway vectors are dissimilar. We can enrich each vector with a metadata map (such as category, year, publication). Having metadata embedded in a vector opens the door to metadata filtering in queries. \n",
    "\n",
    "Semantic textual search is a technique used for solving other text-based applications. For example, our deduplication, question-answering, and personalized article recommendation demos are solved using semantic textual search."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51cd4deb",
   "metadata": {},
   "source": [
    "## Install libraries and import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb01d865",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -qU pinecone-client \n",
    "!pip install -qU ipywidgets\n",
    "!pip install -qU pandas\n",
    "!pip install -qU sentence-transformers --no-cache-dir\n",
    "!pip install -qU wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0125d582",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pinecone import Pinecone\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "import matplotlib.pyplot as plt\n",
    "import sqlite3\n",
    "from itertools import islice\n",
    "from sentence_transformers import SentenceTransformer\n",
    "from typing import Dict, Any, Mapping, Optional, Callable, Iterator, Tuple, Iterable, List\n",
    "from pinecone import Index, QueryVector, Vector, QueryResult\n",
    "\n",
    "pd.set_option('display.max_colwidth', 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5d64b28",
   "metadata": {},
   "source": [
    "## Initialize pinecone clinet\n",
    "\n",
    "Get API key from [here](https://www.pinecone.io/start/) if you don't have it already."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0649bd56",
   "metadata": {
    "raw_mimetype": "text/x-python"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api_key = os.getenv(\"PINECONE_API_KEY\") or \"YOUR-API-KEY\"\n",
    "pinecone.init(api_key=api_key, environment='us-west1-gcp')\n",
    "pinecone.list_indexes().names()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac363bb",
   "metadata": {},
   "source": [
    "## Create a new index service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "18c7a868",
   "metadata": {},
   "outputs": [],
   "source": [
    "index_name = 'semantic-text-search-filter'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f1ac6828",
   "metadata": {},
   "outputs": [],
   "source": [
    "if index_name in pinecone.list_indexes().names():\n",
    "    pinecone.delete_index(index_name)\n",
    "dimension = 300\n",
    "pinecone.create_index(index_name, dimension, metric='cosine', shards=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3efd39f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "index = pinecone.Index(index_name = index_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ab18ad3",
   "metadata": {},
   "source": [
    "## Upload vectors with metadata\n",
    "We will define two separate sub-indexes using Pinecone's namespace feature. One for indexing articles by content, and the other by title. At query time, we will return an aggregation of the results from the content and title indexes.\n",
    "\n",
    "First, we will load data and the model, and then create vectors and upsert them alongside with metadata into the namespaces."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ae8f218",
   "metadata": {},
   "source": [
    "### Load Data\n",
    "The [dataset](https://components.one/datasets/all-the-news-articles-dataset) used throughout this example contains 200k+ articles from 18 American publications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6980a3b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget https://www.dropbox.com/s/b2cyb85ib17s7zo/all-the-news.db -q --show-progress"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3aaf1383",
   "metadata": {},
   "source": [
    "We are loading dataset into a Pandas DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f648feaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "cnx = sqlite3.connect('all-the-news.db')\n",
    "all_data = pd.read_sql_query(\"SELECT * FROM longform\", cnx)\n",
    "all_data.set_index('id', inplace=True)\n",
    "cnx.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0fd1a68d",
   "metadata": {},
   "outputs": [
    {
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       "      <th>title</th>\n",
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       "      <th>date</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agent Cooper in Twin Peaks is the audience: once delighted, now disintegrating</td>\n",
       "      <td>\\nTasha Robinson\\n</td>\n",
       "      <td>2017-05-31</td>\n",
       "      <td>And never more so than in Showtime’s new series revival Some spoilers ahead through episode 4 of season 3 of Twin Peaks. On May 21st, Showtime brought back David Lynch’s groundbreaking TV se...</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AI, the humanity!</td>\n",
       "      <td>\\nSam Byford\\n</td>\n",
       "      <td>2017-05-30</td>\n",
       "      <td>AlphaGo’s victory isn’t a defeat for humans — it’s an opportunity A loss for humanity! Man succumbs to machine! If you heard about AlphaGo’s latest exploits last week — crushing the world’s ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Viral Machine</td>\n",
       "      <td>\\nKaitlyn Tiffany\\n</td>\n",
       "      <td>2017-05-25</td>\n",
       "      <td>Super Deluxe built a weird internet empire. Can it succeed on TV? When Wolfgang Hammer talks about the future of entertainment, people listen. Hammer is the mastermind behind the American re...</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>How Anker is beating Apple and Samsung at their own accessory game</td>\n",
       "      <td>\\nNick Statt\\n</td>\n",
       "      <td>2017-05-22</td>\n",
       "      <td>Steven Yang quit his job at Google in the summer of 2011 to build the products he felt the world needed: a line of reasonably priced accessories that would be better than the ones you could ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tour Black Panther’s reimagined homeland with Ta-Nehisi Coates</td>\n",
       "      <td>\\nKwame Opam\\n</td>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>Ahead of Black Panther’s 2018 theatrical release, Marvel turned to Ta-Nehisi Coates to breathe new life into the nation of Wakanda. “I made most of my career analyzing the forces of racism a...</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                             title  \\\n",
       "id                                                                                   \n",
       "1   Agent Cooper in Twin Peaks is the audience: once delighted, now disintegrating   \n",
       "2                                                                AI, the humanity!   \n",
       "3                                                                The Viral Machine   \n",
       "4               How Anker is beating Apple and Samsung at their own accessory game   \n",
       "5                   Tour Black Panther’s reimagined homeland with Ta-Nehisi Coates   \n",
       "\n",
       "                 author        date  \\\n",
       "id                                    \n",
       "1    \\nTasha Robinson\\n  2017-05-31   \n",
       "2        \\nSam Byford\\n  2017-05-30   \n",
       "3   \\nKaitlyn Tiffany\\n  2017-05-25   \n",
       "4        \\nNick Statt\\n  2017-05-22   \n",
       "5        \\nKwame Opam\\n  2017-05-15   \n",
       "\n",
       "                                                                                                                                                                                                    content  \\\n",
       "id                                                                                                                                                                                                            \n",
       "1         And never more so than in Showtime’s new series revival Some spoilers ahead through episode 4 of season 3 of Twin Peaks. On May 21st, Showtime brought back David Lynch’s groundbreaking TV se...   \n",
       "2         AlphaGo’s victory isn’t a defeat for humans — it’s an opportunity A loss for humanity! Man succumbs to machine! If you heard about AlphaGo’s latest exploits last week — crushing the world’s ...   \n",
       "3         Super Deluxe built a weird internet empire. Can it succeed on TV? When Wolfgang Hammer talks about the future of entertainment, people listen. Hammer is the mastermind behind the American re...   \n",
       "4         Steven Yang quit his job at Google in the summer of 2011 to build the products he felt the world needed: a line of reasonably priced accessories that would be better than the ones you could ...   \n",
       "5         Ahead of Black Panther’s 2018 theatrical release, Marvel turned to Ta-Nehisi Coates to breathe new life into the nation of Wakanda. “I made most of my career analyzing the forces of racism a...   \n",
       "\n",
       "    year month publication  category  digital section   url  \n",
       "id                                                           \n",
       "1   2017     5       Verge  Longform      1.0    None  None  \n",
       "2   2017     5       Verge  Longform      1.0    None  None  \n",
       "3   2017     5       Verge  Longform      1.0    None  None  \n",
       "4   2017     5       Verge  Longform      1.0    None  None  \n",
       "5   2017     5       Verge  Longform      1.0    None  None  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make a test set for matchin queries later\n",
    "NUM_OF_TEST_ARTICLES = 10\n",
    "test_articles = all_data.head(NUM_OF_TEST_ARTICLES).copy()\n",
    "data = all_data.drop(list(test_articles.index))\n",
    "\n",
    "test_articles.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e58760f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Signal Boost</td>\n",
       "      <td>\\nLauren Smiley\\n</td>\n",
       "      <td>2017-01-12</td>\n",
       "      <td>Demand for secret messaging apps is rising as Trump takes office Two weeks after the US presidential election, Reverend Rebecca Bryan stepped up to her pulpit in the Boston suburb of Brookli...</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cracking the elaborate code</td>\n",
       "      <td>\\nBen Popper\\n</td>\n",
       "      <td>2016-12-07</td>\n",
       "      <td>To get to the Panoptic Studio at Carnegie Mellon University, you take an elevator down four flights to a dingy sub-basement. Inside room B510, a series of metal cross beams enclose a massive...</td>\n",
       "      <td>2016</td>\n",
       "      <td>12</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Building tools for digital activism</td>\n",
       "      <td>\\nKwame Opam\\n</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Gene editing will transform cancer treatment</td>\n",
       "      <td>\\nElizabeth Lopatto\\n</td>\n",
       "      <td>2016-11-22</td>\n",
       "      <td>The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Flying cars are closer than you think</td>\n",
       "      <td>\\nCasey Newton\\n</td>\n",
       "      <td>2016-11-21</td>\n",
       "      <td>The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title                 author  \\\n",
       "id                                                                        \n",
       "11                                  Signal Boost      \\nLauren Smiley\\n   \n",
       "12                   Cracking the elaborate code         \\nBen Popper\\n   \n",
       "13           Building tools for digital activism         \\nKwame Opam\\n   \n",
       "15  Gene editing will transform cancer treatment  \\nElizabeth Lopatto\\n   \n",
       "16         Flying cars are closer than you think       \\nCasey Newton\\n   \n",
       "\n",
       "          date  \\\n",
       "id               \n",
       "11  2017-01-12   \n",
       "12  2016-12-07   \n",
       "13  2016-11-29   \n",
       "15  2016-11-22   \n",
       "16  2016-11-21   \n",
       "\n",
       "                                                                                                                                                                                                    content  \\\n",
       "id                                                                                                                                                                                                            \n",
       "11        Demand for secret messaging apps is rising as Trump takes office Two weeks after the US presidential election, Reverend Rebecca Bryan stepped up to her pulpit in the Boston suburb of Brookli...   \n",
       "12        To get to the Panoptic Studio at Carnegie Mellon University, you take an elevator down four flights to a dingy sub-basement. Inside room B510, a series of metal cross beams enclose a massive...   \n",
       "13        The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...   \n",
       "15        The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...   \n",
       "16        The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...   \n",
       "\n",
       "    year month publication  category  digital section   url  \n",
       "id                                                           \n",
       "11  2017     1       Verge  Longform      1.0    None  None  \n",
       "12  2016    12       Verge  Longform      1.0    None  None  \n",
       "13  2016    11       Verge  Longform      1.0    None  None  \n",
       "15  2016    11       Verge  Longform      1.0    None  None  \n",
       "16  2016    11       Verge  Longform      1.0    None  None  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e28344c",
   "metadata": {},
   "source": [
    "Lets see what are all posible entires for our metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "92b03c2f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Category {'Longform', 'broadcast', None, 'radio', 'newspaper', 'general', 'wire', 'Reports', 'Exclusive', 'Book Reviews', 'business'}\n",
      "Year {'', None, 2000, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018}\n",
      "Publication {'New Inquiry', 'Breitbart', 'National Review', 'Business Insider', 'New York Times', 'Guardian', 'Vox', 'Los Angeles Times', 'Fox News', 'NPR', None, 'Buzzfeed News', 'CNN', 'Talking Points Memo', 'Atlantic', 'Verge', 'Reuters', 'Washington Post', 'New York Post'}\n"
     ]
    }
   ],
   "source": [
    "print('Category', set(data['category']))\n",
    "print('Year', set(data['year']))\n",
    "print('Publication', set(data['publication']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27ce5b73",
   "metadata": {},
   "source": [
    "### Model Transformer\n",
    "\n",
    "To create vectors (embeddings) we will use: [Average word embeddings model](https://www.sbert.net/docs/pretrained_models.html#average-word-embeddings-models). \n",
    "\n",
    "We will wrap a model into a `ModelTransformer` class so we can reuse functionality of encoding text to embeddings. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ffc1255a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello World [-0.020873993635177612, 0.28058600425720215, 0.22973251342773438, ... ]\n",
      "None [0.0, 0.0, 0.0, ... ]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8968d77a6d804acf9f253ec1b976654b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 titles encode as batch:\n",
      "[0.511946976184845, 0.07776249945163727, -0.23178298771381378, ... ]\n",
      "[0.23699401319026947, -0.37649965286254883, -0.14324899017810822, ... ]\n",
      "[0.3888619840145111, 0.06639300286769867, -0.18874074518680573, ... ]\n",
      "[0.2522968053817749, 0.04442639276385307, 0.06622680276632309, ... ]\n",
      "[0.11001875251531601, 0.06452524662017822, 0.09645550698041916, ... ]\n"
     ]
    }
   ],
   "source": [
    "def format_values(vector: Iterable) -> str:\n",
    "    if not vector:\n",
    "        return '[]'\n",
    "    return '[' + ', '.join(str(el) for el in islice(vector, 0, 3, 1)) + ', ... ]'\n",
    "\n",
    "class ModelTransformer:\n",
    "    \"\"\" Wraps a sentence transformer model. \"\"\"\n",
    "    \n",
    "    def __init__(self, model: SentenceTransformer) -> None:\n",
    "        self.model = model\n",
    "    \n",
    "    def preprocess(self, text: Optional[str]) -> str:\n",
    "        \"\"\" Runs basic preprocessing on the input text. \"\"\"\n",
    "        ret: str = ''\n",
    "        if text is not None:\n",
    "            ret = (\n",
    "             text.strip()\n",
    "            .lower()\n",
    "            .replace('xa0b', ' ')\n",
    "            .replace('xa0', ' ')\n",
    "            .replace('amprsquo', '\\'')\n",
    "            .replace('amprdquo', '\"')\n",
    "            .replace('ampmdash', '-')\n",
    "        )\n",
    "        return ret\n",
    "    \n",
    "    def encode_single(self, text: Optional[str]) -> List[float]:\n",
    "        \"\"\" Runs a sentence transfomer over a input text. \"\"\"\n",
    "        return self.model.encode(\n",
    "            self.preprocess(text), show_progress_bar=False).tolist()\n",
    "    \n",
    "    def encode_batch(self, batch: pd.Series) -> List[List[float]]:\n",
    "        \"\"\" Runs a sentence transformer over a batch of text. \"\"\"\n",
    "        return self.model.encode(\n",
    "            batch.apply(self.preprocess).tolist(), show_progress_bar=True).tolist()\n",
    "\n",
    "def print_transformer(transformer: ModelTransformer, data: pd.DataFrame) -> None:\n",
    "    \"\"\" A helper method to see how model transformer works. \"\"\"\n",
    "    print('Hello World', format_values(transformer.encode_single('Hello World')))\n",
    "    print('None', format_values(transformer.encode_single(None)))\n",
    "    sample_data = data[:5].copy()\n",
    "    sample_data_encoded = transformer.encode_batch(sample_data['title'])\n",
    "    print('5 titles encode as batch:')\n",
    "    for encoded in sample_data_encoded:\n",
    "        print(format_values(encoded))   \n",
    "\n",
    "transformer = ModelTransformer(SentenceTransformer('average_word_embeddings_komninos'))\n",
    "print_transformer(transformer, data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89b6166a",
   "metadata": {},
   "source": [
    "### Helper class for vector creation\n",
    "\n",
    "Now, we can reuse our `ModelTransformer` in `VectorPreprocessing` class to create a list of `Vector` instances from input pandas DataFrame.\n",
    "Each `Vector` instance will contain:\n",
    "1. `id` - an index of the pandas row\n",
    "2. `values` - an embeddings after transforming text (`titles` or `contents`)\n",
    "3. `metadata` - a dictionary of metadata for the vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8a288947",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vector(id=11, values=[0.10000026226043701, 0.034198783338069916, 0.04728506878018379, ... ], metadata={'year': 2017, 'publication': 'verge', 'category': 'longform'})\n",
      "Vector(id=12, values=[0.12866811454296112, 0.07271476089954376, 0.011061795055866241, ... ], metadata={'year': 2016, 'publication': 'verge', 'category': 'longform'})\n",
      "Vector(id=13, values=[0.1215154305100441, 0.044188372790813446, 0.0500008799135685, ... ], metadata={'year': 2016, 'publication': 'verge', 'category': 'longform'})\n",
      "Vector(id=15, values=[0.12178155779838562, 0.03757135570049286, 0.04363948106765747, ... ], metadata={'year': 2016, 'publication': 'verge', 'category': 'longform'})\n",
      "Vector(id=16, values=[0.12423300743103027, 0.05911443009972572, 0.04855823889374733, ... ], metadata={'year': 2016, 'publication': 'verge', 'category': 'longform'})\n",
      "Validate empty year\n",
      "Vector(id=82749, values=[0.1549619734287262, -0.03321565315127373, 0.002968846121802926, ... ], metadata={'publication': 'fox news', 'category': 'broadcast'})\n",
      "Vector(id=82769, values=[0.16099418699741364, 0.1367981731891632, -0.04218290373682976, ... ], metadata={'publication': 'fox news', 'category': 'broadcast'})\n",
      "Validate null year\n",
      "Vector(id=50367, values=[0.0, 0.0, 0.0, ... ], metadata={'publication': 'cnn', 'category': 'broadcast'})\n",
      "Vector(id=50373, values=[0.0, 0.0, 0.0, ... ], metadata={'publication': 'cnn', 'category': 'broadcast'})\n",
      "Validate null category\n",
      "Vector(id=114706, values=[0.13017642498016357, 0.04463925212621689, -0.042202457785606384, ... ], metadata={'year': 2016, 'publication': 'national review', 'category': 'N/A'})\n",
      "Vector(id=114707, values=[0.13624772429466248, 0.038894172757864, 0.014399233274161816, ... ], metadata={'year': 2016, 'publication': 'national review', 'category': 'N/A'})\n"
     ]
    }
   ],
   "source": [
    "def shorten_vector(vector: Vector) -> str:\n",
    "    \"\"\" A helper method to format vector values. \"\"\"\n",
    "    return (\n",
    "        f'Vector(id={vector.id}, '\n",
    "        f'values={format_values(vector.values)}, '\n",
    "        f'metadata={vector.get(\"metadata\")})'\n",
    "    )\n",
    "\n",
    "class VectorPreprocessing:\n",
    "    \"\"\" \n",
    "        Models a vector preprocessing which takes \n",
    "        an input DataFrame and produces a list of embeddings. \n",
    "    \"\"\"\n",
    "    YEAR_COL = 'year'\n",
    "    PUBLICATION_COL = 'publication'\n",
    "    CATEGORY_COL = 'category'\n",
    "    \n",
    "    def __init__(\n",
    "            self, \n",
    "            transformer: ModelTransformer,\n",
    "            text_col: str) -> None:\n",
    "        self.transformer = transformer\n",
    "        self.text_col = text_col\n",
    "    \n",
    "    def format_id(self, raw_id: Any) -> str:\n",
    "        return str(raw_id)\n",
    "    \n",
    "    def extract_metadata(self, row: Mapping[str, Any]) -> Dict[str, Any]:\n",
    "        \"\"\" Makes a metadata dictionary for a vector. \"\"\"\n",
    "        ret: Dict[str, Any] = dict()\n",
    "        publication = row[self.PUBLICATION_COL]\n",
    "        year = str(row[self.YEAR_COL])\n",
    "        category = row[self.CATEGORY_COL]\n",
    "        if year and year.isdigit():\n",
    "            ret['year'] = int(year)\n",
    "        \n",
    "        ret['publication'] = publication.lower() if publication else 'N/A'\n",
    "        ret['category'] = category.lower() if category else 'N/A'\n",
    "        return ret\n",
    "    \n",
    "    def prepare_vector(self, row: pd.Series) -> Vector:\n",
    "        \"\"\" Prepares a single vector out of pandas DataFrame's row. \"\"\"\n",
    "        return Vector(\n",
    "            id=self.format_id(row.name), \n",
    "            values=self.transformer.encode_single(row[self.text_col]),\n",
    "            metadata=self.extract_metadata(row)\n",
    "        )\n",
    "    \n",
    "    def prepare_vectors(self, df: pd.DataFrame) -> List[Vector]:\n",
    "        \"\"\" Transforms a pandas DataFrame to the list of vectors. \"\"\"\n",
    "        return df.apply(self.prepare_vector, axis=1).tolist()\n",
    "    \n",
    "    __call__ = prepare_vectors\n",
    "\n",
    "\n",
    "def print_prepare(\n",
    "        preprocessing: VectorPreprocessing, data: pd.DataFrame) -> None:\n",
    "    \"\"\" A helper function to visualize several vectors. \"\"\"\n",
    "    for vector in preprocessing(data):\n",
    "        print(shorten_vector(vector))\n",
    "\n",
    "sample_data = data[:5].copy()\n",
    "print_prepare(VectorPreprocessing(transformer, 'content'), sample_data)\n",
    "print('Validate empty year')\n",
    "print_prepare(VectorPreprocessing(transformer, 'content'), data[data['year'] == ''][:2])\n",
    "print('Validate null year')\n",
    "print_prepare(VectorPreprocessing(transformer, 'content'), data[data['year'].isnull()][:2])\n",
    "print('Validate null category')\n",
    "print_prepare(VectorPreprocessing(transformer, 'content'), data[data['category'].isnull()][:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "465b356c",
   "metadata": {},
   "source": [
    "### Helper class for batch upsert\n",
    "\n",
    "We don't want to upsert all vectors at once (200k+) nor we want to upsert vector by vector, so we need a simple `BatchGenerator` which will split our DataFrame into smaller DataFrame chunks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "05e5e810",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- batch 0, contains 11 entries ---\n",
      "--- batch 1, contains 10 entries ---\n"
     ]
    }
   ],
   "source": [
    "class BatchGenerator:\n",
    "    \"\"\" Models a simple batch generator that make chunks out of an input DataFrame. \"\"\"\n",
    "    \n",
    "    def __init__(self, batch_size: int = 10) -> None:\n",
    "        self.batch_size = batch_size\n",
    "    \n",
    "    def to_batches(self, df: pd.DataFrame) -> Iterator[pd.DataFrame]:\n",
    "        \"\"\" Makes chunks out of an input DataFrame. \"\"\"\n",
    "        splits = self.splits_num(df.shape[0])\n",
    "        if splits <= 1:\n",
    "            yield df\n",
    "        else:\n",
    "            for chunk in np.array_split(df, splits):\n",
    "                yield chunk\n",
    "    \n",
    "    def splits_num(self, elements: int) -> int:\n",
    "        \"\"\" Determines how many chunks DataFrame contians. \"\"\"\n",
    "        return round(elements / self.batch_size)\n",
    "    \n",
    "    __call__ = to_batches\n",
    "\n",
    "\n",
    "def print_batcher(df: pd.DataFrame) -> None:\n",
    "    \"\"\" A helper function that shows how a simple batcher works. \"\"\"\n",
    "    batcher = BatchGenerator(batch_size=10)\n",
    "    for batch_i, batch in enumerate(batcher(df)):\n",
    "        print(f'--- batch {batch_i}, contains {batch.shape[0]} entries ---')\n",
    "print_batcher(data[:21].copy())  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f33158c5",
   "metadata": {},
   "source": [
    "### Content upsert\n",
    "\n",
    "After we have all helper functions and classes, let's upsert content vectors into `content` namespace.\n",
    "\n",
    "First we take a DataFrame and run it through our `BatchGenerator`. Every batch is processed using our `VectorPreprocessing`. The output of the `VectorPreprocessing` for every batch is list of `Vector` instances that we send to the `index` using `index.upsert` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7e055b6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "CONTENT_NAMESPACE = 'content'\n",
    "batcher = BatchGenerator(batch_size=500)\n",
    "content_preprocessor = VectorPreprocessing(transformer, 'content')\n",
    "index = pinecone.Index(index_name = index_name)\n",
    "\n",
    "for batch_i, batch in enumerate(batcher(data)):\n",
    "    vectors = content_preprocessor(batch)\n",
    "    index.upsert(vectors, namespace=CONTENT_NAMESPACE)\n",
    "    print(f'upserted batch {batch_i} of {batch.shape[0]} vectors')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5131a351",
   "metadata": {},
   "source": [
    "Let's verify how our index looks like using `index.describe_index_stats()` method. We can also fetch and see upserted vectors using `index.fetch` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d0cc92ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dimension': 300, 'namespaces': {'content': {'vector_count': 204125}}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.describe_index_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "717ae152",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vector(id=12, values=[0.128668115, 0.0727147609, 0.0110617951, ... ], metadata={'publication': 'verge', 'category': 'longform', 'year': 2016.0})\n",
      "Vector(id=11, values=[0.100000262, 0.0341987833, 0.0472850688, ... ], metadata={'year': 2017.0, 'category': 'longform', 'publication': 'verge'})\n"
     ]
    }
   ],
   "source": [
    "vectors = index.fetch(['11', '12'], namespace=CONTENT_NAMESPACE).vectors\n",
    "for _, vector in vectors.items():\n",
    "    print(shorten_vector(vector))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8dbe9532",
   "metadata": {},
   "source": [
    "### Title upsert\n",
    "\n",
    "After we have all helper functions and classes, let's upsert title vectors into `title` namespace.\n",
    "\n",
    "First we take a DataFrame and run it through our `BatchGenerator`. Every batch is processed using our `VectorPreprocessing`. The output of the `VectorPreprocessing` for every batch is list of `Vector` instances that we send to the `index` using `index.upsert` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2896c96",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "TITLE_NAMESPACE = 'title'\n",
    "batcher = BatchGenerator(batch_size=500)\n",
    "title_preprocessor = VectorPreprocessing(transformer, 'title')\n",
    "index = pinecone.Index(index_name = index_name)\n",
    "\n",
    "for batch_i, batch in enumerate(batcher(data)):\n",
    "    vectors = title_preprocessor(batch)\n",
    "    index.upsert(vectors, namespace=TITLE_NAMESPACE)\n",
    "    print(f'upserted batch {batch_i} of {batch.shape[0]} vectors')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3afbab46",
   "metadata": {},
   "source": [
    "Again, we can verify how our index looks like using `index.describe_index_stats()` method. We can also fetch and see upserted vectors using `index.fetch` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d51761c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vector(id=11, values=[0.511947, 0.0777625, -0.231782988, ... ], metadata={'year': 2017.0, 'publication': 'verge', 'category': 'longform'})\n",
      "Vector(id=12, values=[0.236994013, -0.376499653, -0.14324899, ... ], metadata={'publication': 'verge', 'category': 'longform', 'year': 2016.0})\n"
     ]
    }
   ],
   "source": [
    "vectors = index.fetch(['11', '12'], namespace=TITLE_NAMESPACE).vectors\n",
    "for _, vector in vectors.items():\n",
    "    print(shorten_vector(vector))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f1423e8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dimension': 300,\n",
       " 'namespaces': {'content': {'vector_count': 204125},\n",
       "                'title': {'vector_count': 204125}}}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.describe_index_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ce130c9",
   "metadata": {},
   "source": [
    "## Queries\n",
    "\n",
    "Let's see how we can query a Pinecone index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "447e9e29",
   "metadata": {},
   "source": [
    "We created several classes that would help us to query pinecone index, parse and make a summary of the query results.\n",
    "\n",
    "`DataLookup` - a simple DataFrame lookup using vector id  \n",
    "`QueryExecutor` - uses our `ModelTransformer` that prepares an input text and runs a `query`  \n",
    "`ResultParser` - Takes a query results and tranforms it into pandas DataFrame  \n",
    "`QueryAggregation` - Runs a query for both titles and contents and returns merged results  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a5dba662",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataLookup:\n",
    "    \"\"\" Models a data frame lookup methods by vector id. \"\"\"\n",
    "    \n",
    "    def __init__(self, data: pd.DataFrame) -> None:\n",
    "        self.data = data\n",
    "    \n",
    "    def title(self, vector_id: str) -> str:\n",
    "        return self.record(vector_id).title\n",
    "    \n",
    "    def content(self, vector_id: str) -> str:\n",
    "        return self.record(vector_id).content\n",
    "    \n",
    "    def record(self, vector_id: str) -> pd.Series:\n",
    "        return self.data.loc[int(vector_id)]\n",
    "\n",
    "class QueryExecutor:\n",
    "    \"\"\" Models a query executor wrapper. \"\"\"\n",
    "    def __init__(\n",
    "            self, \n",
    "            transformer: ModelTransformer, \n",
    "            index: Index,\n",
    "            top_k: int = 10) -> None:\n",
    "        self.index = index\n",
    "        self.top_k = top_k\n",
    "        self.transformer = transformer\n",
    "    \n",
    "    def query_single(\n",
    "            self, \n",
    "            text: str, \n",
    "            filters: Optional[Dict[str, Any]] = None, \n",
    "            namespace: str = '') -> QueryResult:\n",
    "        \"\"\" Runs a single query on the input text and filtering rules. \"\"\"\n",
    "        filters = filters if filters is not None else dict()\n",
    "        return index.query([\n",
    "            vector=self.transformer.encode_single(text)],\n",
    "            filter=filters,\n",
    "            namespace=namespace,\n",
    "            top_k=self.top_k,\n",
    "            include_values=False,\n",
    "            include_metadata=True)\n",
    "    \n",
    "    __call__ = query_single\n",
    "\n",
    "class ResultParser:\n",
    "    \"\"\" Models a query result parser. \"\"\"\n",
    "    \n",
    "    def __init__(self, data_lookup: DataLookup) -> None:\n",
    "        self.data_lookup = data_lookup\n",
    "    \n",
    "    def parse(self, query_result: QueryResult) -> pd.DataFrame:\n",
    "        \"\"\" Converts a query results into a pandas DataFrame. \"\"\"\n",
    "        data: List[Dict[str, Any]] = list()\n",
    "        for result in query_result.results:\n",
    "            for match in result.matches:\n",
    "                data.append({\n",
    "                    'vector_id': match.id,\n",
    "                    'score': match.score,\n",
    "                    'title': self.data_lookup.title(match.id),\n",
    "                    'content': self.data_lookup.content(match.id),\n",
    "                    'year': self.data_lookup.record(match.id).year,\n",
    "                    'publication': self.data_lookup.record(match.id).publication,\n",
    "                    'category': self.data_lookup.record(match.id).category\n",
    "                })\n",
    "        return pd.DataFrame(data)\n",
    "    \n",
    "    __call__ = parse\n",
    "\n",
    "class QueryAggregation:\n",
    "    \"\"\" Models a query merger. \"\"\"\n",
    "    \n",
    "    def __init__(self, query_executor: QueryExecutor, result_parser: ResultParser) -> None:\n",
    "        self.query_executor = query_executor\n",
    "        self.result_parser = result_parser\n",
    "    \n",
    "    def summary(self, text: str, filters: Optional[Dict[str, Any]] = None) -> pd.DataFrame:\n",
    "        \"\"\" Runs a query agains two namespaces and merges the results. \"\"\"\n",
    "        title_res = self.result_parser(self.query_executor(text, filters, 'title'))\n",
    "        content_res = self.result_parser(self.query_executor(text, filters, 'content'))\n",
    "        return pd.concat([title_res, content_res]).drop_duplicates(['vector_id'])\n",
    "    \n",
    "    __call__ = summary\n",
    "\n",
    "\"\"\" Helper functions for result visualization. \"\"\"\n",
    "def clean(text: str) -> str:\n",
    "    ret: str = ''\n",
    "    if text is not None:\n",
    "        ret = (text.strip()\n",
    "            .lower()\n",
    "            .replace('xa0b', ' ')\n",
    "            .replace('xa0', ' ')\n",
    "            .replace('amprsquo', '\\'')\n",
    "            .replace('amprdquo', '\"')\n",
    "            .replace('ampmdash', '-')\n",
    "        )\n",
    "    return ret\n",
    "\n",
    "def generate_wordcloud(results: pd.DataFrame) -> WordCloud:\n",
    "    contents = [clean(text) for text in results.content.values]\n",
    "    titles = [clean(text) for text in results.title.values]\n",
    "    wc_text = ' '.join(contents + titles)\n",
    "    return WordCloud(\n",
    "        max_words=1000, \n",
    "        min_font_size =12, \n",
    "        max_font_size=50, \n",
    "        relative_scaling = 0.5, \n",
    "        stopwords=set(STOPWORDS),\n",
    "        normalize_plurals= True,\n",
    "        min_word_length=3,\n",
    "    ).generate(wc_text)\n",
    "\n",
    "def plot_wordcloud(wordcloud: WordCloud) -> None:\n",
    "    plt.figure(figsize=[10, 10])\n",
    "    plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_summary(results: pd.DataFrame) -> pd.DataFrame:\n",
    "    if results.empty:\n",
    "        print('empty result query')\n",
    "        return results\n",
    "    print(results['score'].describe())\n",
    "    plot_wordcloud(generate_wordcloud(results))\n",
    "    return results.sort_values(by='score', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d96d1742",
   "metadata": {},
   "source": [
    "### Let's run a first query\n",
    "\n",
    "Meerkats, almost everyone finds meerkats adorable. Let's see if there are any related articles that are published after 2014."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "79af59a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_lookup = DataLookup(data)\n",
    "test_lookup = DataLookup(test_articles)\n",
    "query = QueryExecutor(transformer, index)\n",
    "result_parser = ResultParser(data_lookup)\n",
    "\n",
    "content_res = result_parser(query('Meerkats', { \"year\": { \"$gt\": 2014}}, 'content'))\n",
    "title_res = result_parser(query('Meerkats', { \"year\": { \"$gt\": 2014}}, 'title'))\n",
    "merged_res = pd.concat([content_res, title_res]).drop_duplicates(['vector_id'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "929fce12",
   "metadata": {},
   "source": [
    "We can see the results are animal related topics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "13992aca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>153583</td>\n",
       "      <td>0.700934</td>\n",
       "      <td>10 words that don't mean what they used to: when meerkats were monkeys and bimbos were boys</td>\n",
       "      <td>It’s by no means unusual for words to change their meaning over time. But thanks to the twists and turns of language – and the convoluted history of English, in particular – some words end up quit...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>77065</td>\n",
       "      <td>0.607374</td>\n",
       "      <td>Ringling's Last Elephants</td>\n",
       "      <td>[, I want to receive updates from partners and sponsors., , Elephants will perform for the last time at Ringling Bros. and Barnum &amp;amp Bailey Circus on Sunday, marking the end of a 200-year tradit...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>219371</td>\n",
       "      <td>0.596522</td>\n",
       "      <td>On Ableism and Animals</td>\n",
       "      <td>The       ableism embedded in animal-rights discourse is evident in a common rallying cry used by animal advocates. To be a “voice for the voiceless” is a sentiment with which many activists withi...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New Inquiry</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>169006</td>\n",
       "      <td>0.594081</td>\n",
       "      <td>Should We Really Be Keeping Cats And Dogs — And Geckos — As Pets?</td>\n",
       "      <td>[Bioethicist Jessica Pierce includes pets — or \"animal companions\" — among her family members: a cat, two dogs and fish., So, it's startling to read this passage near the beginning of her new book...</td>\n",
       "      <td>2016</td>\n",
       "      <td>NPR</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62801</td>\n",
       "      <td>0.588286</td>\n",
       "      <td>The glorious mothers of elephants and whales (Opinion)</td>\n",
       "      <td>[ (CNN)Four mother elephants are keeping their rotund babies in the shade of their bodies as they lead them across a sweet-smelling grassland under an already-hot early equatorial sun. Striding wi...</td>\n",
       "      <td>2015</td>\n",
       "      <td>CNN</td>\n",
       "      <td>broadcast</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    153583  0.700934   \n",
       "1     77065  0.607374   \n",
       "2    219371  0.596522   \n",
       "3    169006  0.594081   \n",
       "4     62801  0.588286   \n",
       "\n",
       "                                                                                         title  \\\n",
       "0  10 words that don't mean what they used to: when meerkats were monkeys and bimbos were boys   \n",
       "1                                                                    Ringling's Last Elephants   \n",
       "2                                                                       On Ableism and Animals   \n",
       "3                            Should We Really Be Keeping Cats And Dogs — And Geckos — As Pets?   \n",
       "4                                       The glorious mothers of elephants and whales (Opinion)   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  It’s by no means unusual for words to change their meaning over time. But thanks to the twists and turns of language – and the convoluted history of English, in particular – some words end up quit...   \n",
       "1  [, I want to receive updates from partners and sponsors., , Elephants will perform for the last time at Ringling Bros. and Barnum &amp Bailey Circus on Sunday, marking the end of a 200-year tradit...   \n",
       "2  The       ableism embedded in animal-rights discourse is evident in a common rallying cry used by animal advocates. To be a “voice for the voiceless” is a sentiment with which many activists withi...   \n",
       "3  [Bioethicist Jessica Pierce includes pets — or \"animal companions\" — among her family members: a cat, two dogs and fish., So, it's startling to read this passage near the beginning of her new book...   \n",
       "4  [ (CNN)Four mother elephants are keeping their rotund babies in the shade of their bodies as they lead them across a sweet-smelling grassland under an already-hot early equatorial sun. Striding wi...   \n",
       "\n",
       "   year  publication   category  \n",
       "0  2016     Guardian  newspaper  \n",
       "1  2016     Atlantic    general  \n",
       "2  2017  New Inquiry       None  \n",
       "3  2016          NPR      radio  \n",
       "4  2015          CNN  broadcast  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_res.sort_values(by='score', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "670ad395",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Score: 0.562013272631579\n",
      "Collected: 19\n"
     ]
    }
   ],
   "source": [
    "print('Average Score:', np.mean(merged_res['score']))\n",
    "print('Collected:', merged_res.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "94cbbca7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    19.000000\n",
      "mean      0.562013\n",
      "std       0.043475\n",
      "min       0.522692\n",
      "25%       0.531686\n",
      "50%       0.542008\n",
      "75%       0.586959\n",
      "max       0.700934\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>153583</td>\n",
       "      <td>0.700934</td>\n",
       "      <td>10 words that don't mean what they used to: when meerkats were monkeys and bimbos were boys</td>\n",
       "      <td>It’s by no means unusual for words to change their meaning over time. But thanks to the twists and turns of language – and the convoluted history of English, in particular – some words end up quit...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>77065</td>\n",
       "      <td>0.607374</td>\n",
       "      <td>Ringling's Last Elephants</td>\n",
       "      <td>[, I want to receive updates from partners and sponsors., , Elephants will perform for the last time at Ringling Bros. and Barnum &amp;amp Bailey Circus on Sunday, marking the end of a 200-year tradit...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>219371</td>\n",
       "      <td>0.596522</td>\n",
       "      <td>On Ableism and Animals</td>\n",
       "      <td>The       ableism embedded in animal-rights discourse is evident in a common rallying cry used by animal advocates. To be a “voice for the voiceless” is a sentiment with which many activists withi...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New Inquiry</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>169006</td>\n",
       "      <td>0.594081</td>\n",
       "      <td>Should We Really Be Keeping Cats And Dogs — And Geckos — As Pets?</td>\n",
       "      <td>[Bioethicist Jessica Pierce includes pets — or \"animal companions\" — among her family members: a cat, two dogs and fish., So, it's startling to read this passage near the beginning of her new book...</td>\n",
       "      <td>2016</td>\n",
       "      <td>NPR</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62801</td>\n",
       "      <td>0.588286</td>\n",
       "      <td>The glorious mothers of elephants and whales (Opinion)</td>\n",
       "      <td>[ (CNN)Four mother elephants are keeping their rotund babies in the shade of their bodies as they lead them across a sweet-smelling grassland under an already-hot early equatorial sun. Striding wi...</td>\n",
       "      <td>2015</td>\n",
       "      <td>CNN</td>\n",
       "      <td>broadcast</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    153583  0.700934   \n",
       "1     77065  0.607374   \n",
       "2    219371  0.596522   \n",
       "3    169006  0.594081   \n",
       "4     62801  0.588286   \n",
       "\n",
       "                                                                                         title  \\\n",
       "0  10 words that don't mean what they used to: when meerkats were monkeys and bimbos were boys   \n",
       "1                                                                    Ringling's Last Elephants   \n",
       "2                                                                       On Ableism and Animals   \n",
       "3                            Should We Really Be Keeping Cats And Dogs — And Geckos — As Pets?   \n",
       "4                                       The glorious mothers of elephants and whales (Opinion)   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  It’s by no means unusual for words to change their meaning over time. But thanks to the twists and turns of language – and the convoluted history of English, in particular – some words end up quit...   \n",
       "1  [, I want to receive updates from partners and sponsors., , Elephants will perform for the last time at Ringling Bros. and Barnum &amp Bailey Circus on Sunday, marking the end of a 200-year tradit...   \n",
       "2  The       ableism embedded in animal-rights discourse is evident in a common rallying cry used by animal advocates. To be a “voice for the voiceless” is a sentiment with which many activists withi...   \n",
       "3  [Bioethicist Jessica Pierce includes pets — or \"animal companions\" — among her family members: a cat, two dogs and fish., So, it's startling to read this passage near the beginning of her new book...   \n",
       "4  [ (CNN)Four mother elephants are keeping their rotund babies in the shade of their bodies as they lead them across a sweet-smelling grassland under an already-hot early equatorial sun. Striding wi...   \n",
       "\n",
       "   year  publication   category  \n",
       "0  2016     Guardian  newspaper  \n",
       "1  2016     Atlantic    general  \n",
       "2  2017  New Inquiry       None  \n",
       "3  2016          NPR      radio  \n",
       "4  2015          CNN  broadcast  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_summary(merged_res)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc9e1731",
   "metadata": {},
   "source": [
    "### Let's try more examples using our test set\n",
    "\n",
    "Also, we can try our helper functions that make a nice summary of the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1190e2bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "summary = QueryAggregation(query, result_parser)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7980cff3",
   "metadata": {},
   "source": [
    "## Twin Peaks\n",
    "\n",
    "Our first example is about querying any article against an article from our test set that contains something about Twin Peaks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8dff4c09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Agent Cooper in Twin Peaks is the audience: once delighted, now disintegrating'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twin_peaks_title = test_lookup.title(1)\n",
    "twin_peaks_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2c0e5622",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    18.000000\n",
      "mean      0.793758\n",
      "std       0.033309\n",
      "min       0.751369\n",
      "25%       0.764033\n",
      "50%       0.783357\n",
      "75%       0.826590\n",
      "max       0.836165\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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zFaxaAenaSMsAIVBRQhpo0hM3esifXUWlGf4JCY97qk7u3BS5CzN6Qp4sYVVySM8ZrshBJSlZmJC0B0QXu4Qvtxhc36T/5Sr+rW1UdPTEfNA5MPIOhZfmyb8wT+7cFM50WZOdnI20TFSckgYRSTcgd3aKwflp+pdX6X6yrFUN7o6IHXds08Cs5ii8OK8n+oUazpQe28g5SNcatYWrTEfeMj8iGYSkXZ+4OSDa6uDf3qb/5RrB0g5ZeP/vgFUrkH9pnuo7F/UYRRez6GIWPKRjIsw7ZFtIiZFzyF+aPdaxZHGKWXARQhzfP3AYQcpdmiM/JBjOdFmTnaKH4ZgIQ6IyRRbGpH5E7tw0+UtzBLd36F1Zxb+5RbxzTKNWAdKxyF+cxZ2vkQYxcbPKzp99ivRs7MkSxddO6db8hTr2VAmZszEcC2EaqDTT+9EPiZt9cuen6F9Zp3d5Ff/Gpo4UPQCc2Sq5c5PkLszeuQcqeYy8jbRNfU7TjDRMSDoD4p0e4cvz+Nc36V9ZZ3BtgyyKn1k1ininS/eDG6g0I250CW5snngbaS/Yt8hyZqpk/a9ARBWkXZ+0e6cL1z01QfYUalI9l4QHYNDbottaolQ/B0gcr0K5fpZeZ/VwwlOYJF+cHa1Ew0GDTvP2PcTjMKRpiN/fotdZO7IrKcsS4sgnCjoYhoM0dUeVaXsk8YD0HsLjUa6d1ZESdG1Ka/sK/e7aQ9W6OXBf04Qo7NJp3SY6IhWmVEaahERhlyQJcEwHEBimozWSHpDwZFlK2NnGLtWxi1Vyk6fxG6skfv/+pEdIDNvFq8/hlOqA0l1dyYOfL2mbSM8GAUbRJX9plvoPX6L8jXPaH2o3DTC8j4QQYBkYeQfqRbzFSYLlBoNr68ceU9gmVjVP+ZvnqLxzgcLLC3qVJoSe5HfTBgqEYWCWLMySh3d6ApVmBCsNmj8tgbhMcGtbp1WOG3GRArPkkb80y8Rff4PCywtYldydY1QKlWZ6Ys67mCUPd6FG/oU5cmenNOHMOzq9cFJIgT1RpPDqApO/+wbe4iRm0bsTLcr02CpJ9XmXQtcQuBZWrTDajMoy+pdXyeKEaKt9KOExSx7e4iTFNxYRhti3jSxKEErp1awQo3RZGkTHiqKoJEOl6YnIjlXJ4S1OUv+tVym+egpnpjLcmE7X6Qia0vdjzsEouDhTZfKXZkn7Ie5712n+9Et6nywRN/snnvClZWBV8xgFF3euSumtM0z8zuvYU2WkY965/kqv+IUp9QKj6OHMVCi8NE/u4gxWvUjaD4m2Oici3cIyMMs5Sm+dofLtCxTfWERapl5w7I69m7qUArOgCaq3UAcWCVYatN+9jlKK4PY2qX+8a/W0Ie36DD5fZvD58pPelWcSzy3h8ftbOuKRJRiGheNVKNXOsr70K+Lo4FWOEAZefpJ8cRrQZCTwm/TaK8ePBihFMGgQhp1jk6RMJSRJgGI4YQuJIW2EuLvGRGCaDrnC1KgjK80SOs3bhP7RBdVfFXHUx+/vaLJyjJSUUookCcn2nAcpTaR88NtOJRH99Zu41Wnc6izTb/81Nj/8Ef31G6ThwR1n0nLw6nNMvfFDvPo8cb9Nd/nyfd9/HEjH0i3JQlB68yy1H75E5ZvnENZdx7b7UDXEPdvwlxtEG8e/bs5shcnffYPKt85jT5f3RRlUkpL0fNJBpOd818Ys5+6I4UmBO19j4ndewz1VY/Wf/IRwvXXopL8XRs4hd2mW+X/wQ+zpEoa3px1boaNJnQEqyXQXU9FF2iZG3qXw8gLOXJXOezd1BOqEkI5F+Vvnmf6Pv4k9Udx/jjNF2g9J+4EmcIbE8GzMoqfPz97TLgSpHxOutciiw7/PaT8kXG3Q/XRpWKN0B2Yphz1RxJ4q3dmHQUj/yvqxzqdKM53aOeZ8a+Zdiq8vMvuffBt7uoKR219sn0UJadcnCxOEZQ4Jz/D6SIFRcKn+2iXsiRL2RInNP3jv5BG+IYl05zWJnfid14fnWGqyE6cknYE+r4bEKuf0td5z33sLdaRjoaKY5l9cxr+9fezhrVqeyd99k8q3L+Au1O/U0qEJZNLzyQaRbpxwTMxyft97nJkKtR++jHt6gtV/+hMGNzbJ/Ee7QBzj6cNzS3jSNB52Et2iUJ7HNF0ct0S+OEOahPeQHilNvMIU7jD9AuD3NvH726RpyHGfTgpFFPVI4hOECJWOiOwOoWsk750gpWHplJDpIITUisaxTxx2H3l0ByBNAqKoe7L6G5XtiyKI3QLDB0SWxPTWb+DV57DyFbzaLFOv/5Bw8SWibpMk6JMlWkFZGgaGW8AuVHDKk3j1ObI4oL95i97qNdLwwYUQpW1i1wvkX5ij8s55Ci/MATC4ssbg9jbhapO4NUDFCUJKpGNiFFzsqTLOVBmrlidcbRB3jrcP7uIElW9doPLOBax6EWEapIOIwdV1BlfWCFabJF1/1CItTB1N8k5PkL80S/7FOYQhdZTm/AxTf+sbbP/Rh/SvrB8rylN4cY76D17CmSmPui+yKKF/ZY3+ZZ0mS3sBKlM69ZWzsacrFF6eJ3dmCrtepPTWmZMTHikovrJA4aV57MmSNupMM4LVFt2PbhPc3iFu98nCGJUqhBQIUyJtC7PsYU8UcWYquPM1pGcTDWuasiMm/GinR/fD2wTLjXsKovMXZii9dWZEeHR6ocf2H35I1DhGykgpwo328SIMUlD65jlqP3gJZ742KiKO2wP6X6zQv7ZBNKwDU5kapr5srFqewgtzeOencWerCMfCW5zQxLjZp/PRbeKdo5swdrH7na394CWkbWIWXDI/pHd5jf6VNcKV5vAa6CifdC28hTr5F+YovnYKYRgI08CuFqj++gv4t3cI1lvHIl7OXJXS22epfPsizkxZ3wNxSv/KGoMr6/jLOyQdf5Qm2029uvM18hdnKLxySqdECy65xUkm/8YbbP/JJ3Q/vn2yIvYxnnk8t4QHFFHYo7l1BcerYNl5TMujVF0k9Jv3Eh7Dolg5petNhnYMvfYqfm/7hF8K3Rp/ErXkA8nUAZzAMKwR2RFC6E6lJCBNo68s6HccpFms9XYe+Uj3h8pSom6D7soVpO1SnL9Ifuo0Xn2OxO+Q+H2yVD9EhTQwvTymV8SwbOJ+h+7qNbpLl4k6X6FTDE0o7MkS1e+9QP6FWVSW0X73Bt1Plxhc39CEp9nXEQ8pdLSj4GJPl0e1F8FK4+gH/rCWovDSAuVvncOdrwEQbXfpX1mn/curuiB0rbW/IFmAME2803WirTYqScldmMEsuFi1AuV3zuPf3CTa7hIfNkkLgVnx9MT16mmkayOkGBbFNmj+xWW6H9/GX95B7SkGFpaBPVUi2uqQdgPK3ziHM10+sf2CEIL8pVm8xYkRWQo3O3Q/us3Of/iEYGmHpBfcSx6EwCy62JOlEeEx8g6DG5sk7aMje5kfEfoR4Xrr3n0yJN6ZSYbC46hMkQ4iepdXTxSxOwrCNnX66M0zFF6axxh2gIXrLXpfrNL6+VX6V9fvSQ8JU2IWPcKVJsVmH946gz1Vxix65M5NUfvhy8StgY6KnbCIPXd+WkdUuj7dD2/Rfu8GvS9WCdea+6+BFLhzNaLtLsKQ5M5P67olx8Q7M4m3OMHg6vqB53cvpGOSvzhL9TsXcU/VkZZB3OwzuLFJ6xdX6X22TLDcuCdaIywDd66qo5hJRv7iDFYlj1nyKL19lmClQbjaINo+PunbP4Ag/8opzEqezI/of3r7nnNpT1dwFuoYeYcsTIg22wQ37m302G0RV1FC/7Ol/fU1C3XsqTJG0bvnc1kYE601CW5tPdgxfA3xHBMeSKI+za3L1KZfxMtPIA2LUv0MndYtep3Vfe81DJtSdRHbLemccJbRa6+cvIVa6Un5URAQIY2hF5dGlqVkSfRQOl+OA5VlwzTdE14VKUV3+UtivwtZSmHuAla+jF2sYZfq7GOLSncHRb023aXPaVx9n8Hm0lfeBSEFVr3I5F9/gzSI6Lx7nfV//UuCpe17uoBUqkj9iNTXnSO9T44/vjAM7IkipddPU3zl1KhepP/lKht/8B69T5cPJk0KVJwwuLZBtNMlXG8x/w9+iJHTRdTOZInCS/OEa03ahxAeYUpyZ6fJnZ++E9FQinCtRePHn7Hzo88OJBAqTglXmkSbXcKNNs5cFXeuenJl4qHGh7Wng6R/ZY3Wz6/S+/SQOgalSDo+ScdncE1PMs+a15VZcKl856KerMs5/VxKUjofL7H1796jf3UD0nufMyrJiJt9mj/9kmBDpy3rv/kKVq2AWfSovHNek+SNFuHqyZTGhZSkQYB/fYO1f/EzgtUG6qD0YKYIlndI+wFJx2fuP/0uRt7RkSJD4C7UcU/VDyc8UmDVChReWaD05iJIiUozBre22Pg3v6T36fJ9O69UnOLf2iba6RGsNpj/+z/ALHkIQ2LXi+QvzeLf3n5gwiNMyeTf+Q6FN84QrTW4+X/8l5rs7iF9hdcWmfy738GZrxG3+rR+/AlrdxEeYUjqv/8Nyr/2IvFOh1v/5/92H+Epvn2eyvdfxrswA4hRGz4C4u0OjT/6YEx4ToDnmvCkaYw/2MHvbeu2dKdAvjCDl6tjWh5JrNMJQmohwEJ5FtsuoLKEKOwx6G8RhSf/Qqi70jgPD3fsG0ZjPYJR7g/12MjVUVBZStjcZOPDH9G6/jFOdRK3PIXpFZGmXgmrNCEedAjaWwTNTaLuDonf+0ot8fsgdKSn8+4NGj/5gmB558jakJNCehalt87izFa03g7gL+3Q/WyZwZdrx+p2SbvBqEPFLHnYdU0ecuen8W9t0373xv3Ht0wKL83jTFdGr2WDiMH1DZp/9SXpEd0dKkkI15ps/9FHTP3+W3iLk0cf9F4MI1zSvlOPkYUxWXjyFK46gBw8tRgWiZe/cQ57clgrlGb0v1ij+8lt3Rp+jOMJV5s0fvw5ufMzuq5rWP9TeHmBcP3khAdgcH2T7T/9lGi7e+T9l3R9ep8tE663cKbKumgfsGsF3dp/CIRpUHztNN6pOgw1s4K1Jr3Plul9tqILj49AOggZXNlgcG0De6qEM1UGwFucpPDiPK2fXXmwh6hSxDsd0q6PsC2siTJJxyfbJWCGxCjnsCZLICVmKYdZLSBsc6RlJCwDq6olBbIwJjogxRcu79D7+CZJq6ev33A7ZjX/ADs9xnNNeECRpTG9zgq5wuTQUNPBy0+SK0zSaWrRPMsukCvOYNkFhDSJwi7d1m2isHui7qy94z4SKpKl+/ZHCImUJuKg/NejgBr976lAlkREnR0Sv0vY2cbPrWDYLkIOW7OzlDT0if0uyaD7lbqyDkSakQ5Cep+v0L+y9nA0bu6C4dkUXz2l61eEQGUZ/o0Ngpvbx9YV2S2S9W9va82eIeGxJ0rYw5qc+3VsCdsgd3YKa+JOt1O40dKr453u0XUoCpL2gM6HN6n++iVdcHqSSIvSq/W97ey6YLi8R+jw+YNZ9HDnazgzZQxPkxSVZvQ+X8a/sXXsey0LYsL1Fv3Lq1i1POaQcObOTDI4PaHrYZLja1KlfkSw3KD32bImHEdd/iQj6fhEm22Srj8iPEZBd5IdBmlKCi/O4cxVRzVEwe1t/Oubx9euGhaUB8s7RJvTI8Jj1Qo4c1Wka+tC8xN2bCmlIyxJZ4BR9LAnS0RrTU14hJap2G0aiLfaWjqg4GFPlIi2dQpSWCbWVBnpOWR+pD9/F+EJlrZIBwGDL1YQloGzMEH+xQWKb5870f6OofGcEx6NXnuFfGmWUu0MIMgVpyiU50eEx3HLFCunMAwbISCOejS3r5JED97F8yiQZYmu19FVzkhp6JoeafBcP/33Yqino1SGShNUlpLFEVHcIOoezwT1YSGLEsI1PfnH28fUNzkBhCkxCy7emUms8lCxVIF/c5two3XCnVVEGy2S1p172sg7WOUcZsklbg7u0cgRphwqsZYx90xOwXJDRwaOOUlkQUyw0iBu9siCeDTpHQ+KuNEj6QYj1VZ3oU7xpXkG1zZImn2SfvhAukJPM6xKHu/UBIbn3NHXiRL6V9Z1wfMJkEUJ/S9WtXbTkPDsFnObpRxJq3/s6Ffc6hNutIi2OifYA0XU6JN0/VE7vXQtpHt/axdd+O7gnp7YJy0QLDcIVk/+PY+2OsTNO99Rw7OxyjmsskfUyE5+/yhFvNUhaQ+wqoUhcRkejxDYk2WsSp4sShhcXcM7P4ORd3DmaySdAWmUIC0De6aC4dlkg5BwrXlPxCze6hDvOdfexTmMvEPxrbMnPgdjwLOV1H5A9LvrDLqbpEkEKHL5SQql+dHvHa9MsXp61C4dh33a21dHKa+nBWka6aLhLAUUQppYdg7T9pAPoDr8LEIaFrmpRdzqDIbzZMO6qR/Rv7JO0n0094mRc7AnS7oNeTcqohTRdoekfcIxlSLphaR3tU1LR2vVCPPeR4F0beyJotZZ2dOpFG62dXTnJEgV0U6PuHOyRYTKFIPrm/tqPeyJIpVvX+TU//I3KX/r/JGpkWcRZjmHPVcZtXVr2QGtX5P2TnbtVZrhL21r/Z09MIou7kJtX/v2UQjXW0THFS8c7QBkQUS2ZzIXlrkvTXk3pGthT5cxcs6+iGDc6N1zHMdBMgjvSYEJy8SqFx9IKgEF0XaHtDMYNjCUR3IBQght1VDJkw5Cuu/fIN7u6u/zfB0xHE/YJvZ0FenZpIOQaO0YTQxjfCV8LSI8WZoQDBp020uUKqcxLBfHq5IrTpNEPo5XwcvXEdIgDDraWT3s7NOPeRqgxfwC/MEObq6OaTpIaVEozROHPYLB441wPAkYjkf9pXcwnBxZFJCEPsmgQ+x3iQcd/fdBV3drnUQa4AGQRYnuAnkEqSzQERh7sqRbencJh5RM/f7bVH7t0slUi4XAquRxZqv7XzaNeyaVXdwhQ8Y+KYGk4z+QRUDS8U8u768Uvc+WsWfKuKfq2PWiXv0XdXu9WdB1LsHKDoMbW/g3t4i2Oo/smjwuGAVHH+uwdiULY6Ltjk6/nDSQm2XEzR5pP9DilENpCCPnYE+VGFzfgGOer6Q12Keoe/x92O9nJYbeZPeD9Gyc6fJIPXkX9d9+leJrp49l4bEXZjmPM1Pe99pu+/oDFbMPncWT9mDYkahTU3rnhdZLKnik7QH+lVUKry9i1Qq4Qy0i0ITLmakgPZtstUG41jzxcY1xMnwtCA8oAr9Je+cG+eIstulgOQWKlVOEfhvXq2INlYuDfoN+d+OEbeWPD0ns020tY1o5TXgMi0r9nBY79Nso9XCLZp86CIE0LJxCFWFaCMMkjXwSv0/id4dkp0Pi90iCAVkUkEYBaRzqv8cBWRydyHT0flBJRtweHKnp8qCQjoVZzu0TbxNSUHh54aGNsdsyf9DkIy2tXXK3yWrmRw9EKNIH+ZzSEaXuR7cxix7F107hTFcw8g5mOYdZzuGerpNrzuCd2cK/tU2w0iDabOuW+1afbPDsCcxJx8IsuqPrksUpSXvwYIXXSqcVsyBGxekowiBtE6ucO5GJbtq/N1JyrF1Q9xq3HlZ7KG3tZXZ35DF/cZb8xeNZeBwFfe9b9whLHhdJa0DS0d6M1m4kFkDKkQJ1uN7SxGiYTnPm66OIkrRN7OkKwjRI+tp/7kGtV8Y4Hr4mhEd7VnUaN5leeBtl5+5o8ngdXK826j4a9Dbp39Wy/jQhjge0tq9QKM3iuCUM06Y6cZF+d4NBb3Po3XXUl0aMVljqAIPSpxlZFNK++QlhdRq7WMUu1jC9Am5lEqrTQ2FDOZSbj4g6DcJuY/hzh6izQ9Rvkfh90ij4ah1bQ98iTmjAelwI09AeUbtkRGlhyxO7fh8CpRh1wNwDQ+rV6F1kKIuSByJ5Kkoe7IGeKXqfrRBtdoibfSrvnMc7PTn0tNL76M5WcWerVL9zkbjZp39tnc57N+l9PtRp2RXFe0ZudTk8rtGpTzOy4ORmvyMoTZqyKMXYTamYxkhX6bjIHvQanhDCkBiufefeHF43lT28Dlil1AOTHdBpuqTrk/oRZrWgIzyGQJgG1mRZC0RutcmGYo9ZEGPP6EJpDIFwTN3FlWak7cEzScyfNXxtCE+ahgR+k353HcN0MU2HQmkO2y7geGVAkWUJg/4Wg97JDdkeF5LIp7VzjdrUS7i5GqaVwzAdJudex7RzbC69iz/YPtSryrRcbKeE7Zbwe5uEwaO3pXhYSOOQ9s1P6S5/qVM9holhOZheAStfxspXsHJlrHwJK1fEzBWxClWYPUeWJqg0IY1DkkGX1V/8W4LG8b2s7oXSZOcRTaJaMfiu6IvSooPHtYQ4CtF2R4u2HVCALKQYenXtf12l2bFaou+GSrMHbw3PtJrxzp98TO/TJfIXZym9dYb8xRldzLwnCmaUPAovLeCdnqT665foX12n+Rdf4N/eeSBn+icBYRgj01nQtUwq/mr32shvbDSGvKc+61jbSB89axSGRLr701kAcbNP+pBMKaPNDqkfPZi/2xBp1yfe6uCdm8Yoeli1ImbBw8w72rF9owWpTikm7T7WVAmrVsCqlzDLeaRjEW/vL6ge49HhMRMevfoW0kBKAyEMhDSwnRKm5bGrMaPNM/OaiIhdwbuUTKVDUb8HWGEoRRL7dBq3cLwK+eLMHsJga7LT3SAcNE5mC/GYoVRKHPZpbH6OYdrUJl9ASBM3V6M2+QKWlcPvbxOFHZLYJ8vSUfu6tqZwse0CppVDqYzNlfefKcKDykiC/Q8HISXSdDAcT/+x9U/TyWEVqjoSVKhiFypYhQqOYZKEAwzr8LbYY+2OeoRBg900gNr/WvMvhz5ED2GlGzf7BKuNgyM2St1nMji8/uK++Iq7q5KUuNEjHWgH7nC9SffDGs58Tbdwz1WxSp7W7SnodJxZ9vQEUyvQee8Gvc9WCJa/msr244COUO659oKRDtMDY2isumeQExPQg1JTjwSKA++91i+v0b+8+lD2IekG2mbkK3hqpb2AaKuNe3YKs+BiT2r3dunaRJstwvUWKlPEO13iRpecsYA1Vcbuh6P6uLjZH6W8xni0eGyEx3bLuF4NaZijydcwLIQ08fITeLn6yCzTGBpkViYuEkc9sjQhS2OyLCHLYtI00h5XcXAiReMsjWk3b1KsnqZQnB2SHRcBJElAp3mbIGjz9Me9Fa3tq0hpaQ2h/ASG5ZEraH2hOOwThh2iQBdeCyExTBvDdLGdwohcBv1tmttfPumDeShQKtM6O0qRJTFpFJAEfdI4RKUxAjAsG2laKNMii0527zwJqFQNVZv3mKwpReeDm3Tev/nIUwsqUzoNdXfthSnvdI2dBIb86pM2Q22Z1SbhahPpmLjzNXIXZ8hfmsOdr2HXC5glT5toOhbGkBBZ5ZyeYFo90sHT7ZatkpQsilEoLTcq5cjD7EEhTbnfdDPNyMLkK0U4HhVUlqH27tvwsHufLdP48WfHEtx8HEi7PvFmG9JMR3imy7rY3DZJOgOi9ebIay3e6SKkwJ4qk4WxbrcXgqT5YJ1nY5wcj43wTM6+zumLvzVs/R7evaMfclhToh+itlOkOnmJ6sQFXbMAeziIIo56XPv0D2g3b5xIKyfLYnqtFYL+DkkaYZruiGSlSUS7cYPIb33lY30ciKM+OxufEfgNFs79kGLlFLaj9SrMYat6rjA1er+A4ap8WAT5lHWgfRUYtodVrOKUJ3ErUzjlSZzyBHaxpq04pBweuyLud4iam/jNNZLg6dJZuhsqTnWh6V0TkpGzkY5J+qgJT5odKMombd1SnJ3w9EnbRN7tJv8VkYUJg5tb+Le32fmzz3BmKhRfnqf8zgWKryxg7vEgKr52WhuPrjUZXF57aKmRR4Hda78byRCm7ii6b73VURDaX8rY04KtklRHN54S9fS9UEmmi6PvqlkyXAvpWqRPC+HpBUSbbVSaaa+8ybIuWLYN0vaAaL2l07E7XeLtrrbLmCyh4hSZcxBSDFvtxxGex4HHRnhGInnCuCcvezd04akBHKTToEhTByHlAykMK5Uw6G3Qb69SmTgPQJqEhEEbv7dJ/JRp7xyGNAnod9ZYuvofyBdnyRWnyRWmcLwylpVDmjZSmGQqJU1jsjQiiX19rP0teq0V+p21J30YJ4I0bfIzi9jFOlauhJUvY7p5DNtF2i6G5ehi7DQhbG4SDzrEgzZxX/9MQ92plQ7b2Z9mpH6o3bf3PvSF9vAyS97JW7xPiCxMDuwMMosuZt7dJ2J4HBh5B+lZD3MXNbLd1FtGtNGmHUT4Szt0PrhJ5Z0LFF8/rVvrDYkzW6HyzgXClcZTTXiSXkC03SV3fhrQXVt2vajrek4KIbDKOuK1lzClfqTtIZ7CziDdht8lu2vfzGoeq5InfQBZhEeBpOsTbbRQSYaRHxKe6QppP9QdnEMZgSyItOBg18esFFCp0u3wwwjPOKX1ePDYCE+vs8bG0q9AyK9shJAkIcGgOXLFPiniqE8U3pnsoqhHv7tGFPZObCWh0hi/t83OxmcMuutkKqPbvE0YHn8yjYIOzc0vGPQ2MaRF4LeIgu6RURilMl2X1LyFP2jgdtfw8nUcp4Rp5ZCGhZQGmcpQaUyaxqRJQBR28AcNgn7jUHHFMOzQbtwc/dvvbzPobR67U0RlKZ3mLdI0wrZ19KnfWTu0oPooSNuhfOZV3Nospu0hDFMXIicRSdDXVhNBnyTokfS7Q8LT1fYSfhf1gPfMk0DaD4k226O0gzYOBHeuilUvEq61Hun4WRgR7XTJ4lR3tAwXKla1gFnJwcrJdJ+scm6fYvOjQBbGRJsx0ZY2LZWmgVXNaw8vQ2CV8xRemGPbu7/K70mhA6cPWNd0HyRdn3CjPSKbuk07h1nykI55j0HtoftnSOzpirY62E2JKX1/heutpyY9tBepHxFutIYRzmzUOu9MV7CnygRLT0cdVhbGWptoEGpV7Ckd4YkbPZJW/050NM1I+wHRVgez6CGk0FE8XxOh7BEvXsbQeGyEp7l1mebW5cc13KHYLZzeDeXqlvVbZNkDaIukEZ3mTTrNmw+8P4PeJsFgk69SDxiHXeKwS7d564H34274vU383iYby796oM9nWczW6odsrX740PbJsBxKp17ELk2QRj5hcwO/sU7Q2iRsbxG2tkj8niZVj6hd/HEhHYREmx2Sro9VzSMcCxB4i5O4sxV6ny0/0jqULEiIdnpkgwiVZKP6D2e6jD1ROv6GhE7JWPXCvhTTI4VSxNtdep+vYE+VcOdruvPHs7WYo/kVlMnv/qIKgTDkw+Q7JK0B4UqDLE6RSkcDDM/GnasOdYaOv6ASptT2JHssGrIkJWn7WuzuaYzw+BHRRltHGKMEMbShcBdquAs1Ou/feDpqsNKMzA+JG0Ml5ZIukh9cWdOEZw+yfki42qDw6iLStUm7A6JGl7QX3Fs8PjQmFoah696EznwYeWeko4QUSMcaeZKp3QYHpW1I7umkFMOuy2FkSQxd16VnI3ZTzVIiXVtvc1cGY3ebB3mOSTGKnt6zzeF3THfcHbDNTJFFJ/cx+yr42rSl74VXmKRQmhv9Oxy06DZvPzGxQdsR5AqSwM+IQ0X69D1/nhqoPd0bhuXg1mYxbBcrV8IuVLCLVcLOUG+n20Sl2objmYTSK93e56sYeRd3rgoCvDOT5M5NY79/c5jyekTHp3TRtL+8gz1ZHLl2u4sTuLsO1scglXI4Udu1AtJ9BCmtQ5D0Q+0Tdvc5+grkRBcU7zHxNQ2M3UlDiodyPeJWH//WNkmzj+FaCMdCmJLCy6cI1lonIjzSsSi8cgp3tjJ6LVxrEqw2hnUyT+f3I4u1d5g9UdQROsA7VSd/fhp7okjc6D8V6bgsSYnWmuRfOa31d1DaLPUuwpMOQqLVBrx8CrNWREhB/8vVA4UcpefgnpnCXajrri/bRDgW9kQJZ15/94ycS+H1MwjH0s0FUaw1ssKE7vvXdcH0nuidUfLIvTCHPVnRgqKOibQtnPkazsIEAFa9SOnbl7CmKrpoPkpQUUI6iOj88kvi7c6+x6lZyZO7OKetNfZuc6GOu6D305ooU/7uSzinJnS0erjdpBvQ+cWXJO3+Y3tEf60IjxAS2y3h5erYTgkFREEbf7BNGLafSNeOEHDxZZvv/06OX/zE58aXEc2dZzsy8SiRhn22Pv5z7NKE1t7xCkjT0n/PFclNLpCEPmkwuJPa8ntDBeYeid8lDf2H75z+iJD6EZ33buDOV7U0vhAYOZv8C3NUv/8SzZ98Ttzqo5IT3DNSaP2VDFSaHvpZFScMvlzT3U9DwmOVc+TOTlJ8ZeFol3gBdq1A9XsvYk0UT6TqixQjLRqVZA80uZkFF6teGKVyVJyQHLSiPgFSP95XPyWEVqt256sk7QFJ+6sXw6s4JWr26H58G+GYuLNVhCHJvzhHsNLQUZ6tzpFkxZooUnztNLmzk/uia4Or6/jXN59asgP6HHQ/vo07X9MEWwika5M7P83Eb71K4ydfEG62T5aSE4ysHR70nrp3PxOi9Ra5S3NI2ySL4qFR772EJ1zeIYsTpGmQKrRD+gG1ZIZnk7swS+G1ReypMhhyJERqeI4+DtvEnqtiFF19LMPvskozovUm8U5337kxix6FV8/gnZ3S6U3TAENieM5IJVp6Du7pSax6EZWkQ+0mLXo5uLpKvNPdF900y3kKry/inpnGLLrDbRoYOVvXjAmQOQfvzBT2VHnfNpNWn/4XyyO16seBrxXhkYZFsXIKN1/HMG2UUtpYtLf1xKI7Xl7wwqs2f/PvFWlspWytJWPCcwjS0Gfni59jjiI6tTs6O/kyhpPDKdYQ1WmkYQ7JT5940CHqtYi7TV3EPOgSNDfI4qc7d56FMb0vVii8NId3qq4ffkLgLU5QEy+R9nwGN7aId7qkg0h78eydxIYhZ2mbSMfEGIaWrXqBcK01NKO8fwGoSlJ6X66SuzhD7vyU1rhxLLzFSarfe4EsSQmWG6T9YP+44o4XV+HlBSrfuYhVzu2rBToKwjQwSznc+Roqy7TonB9pa4vwEMXfoV2GWc6RuzCjC3+HbfTJICRYaZBFDz7RpV2fuNHTpEnoDlPpWhRfPUXaDehHMZl/n+eJ0CH+46g+p72A1i+vYU+Vsap5DMfGna1SfO0UcbNH96Pb+pwEd0VphqkLq5Kj8NICte+9qD2bHIssTkg6Pr3PV/Bvbz3wOXgcUGnG4Oo6/Str5C/OYE+VEFLizFap/cbLJIOQ/uU1beLZD7U56V4iu3vvW4a+b10LI+9g1QvEOz2i9fZDMf7NwgT/xgZWvUja9bXH3tL2PX5zmR8RLG3T/2yZZNiZ5V9ZPdCbTA01krIw1t+tE0LfX3fdYErp6GQQke6RlUg42gg4i9ODybFSI0KU7vlaJ8coscri5LF3CH6tCI9hONSmXsLLT45e6zRuMeh+FbXdr4apGZOpORPLfqg1j881VJYS95rE/Rb9jVt6EkEiDBO7UNFt6ZVJnPIkdkmTodzUaV23BagkJuq1uf2jf8Zga+kJH80RyBRJe0D7vRuYJY/J33sL0Gmi3IVpFv4Xv0nnvRu0379J//KqLjIO7uTFDdfGLHvYEyXchdooHeadnWL9X/6Mxo8/O4LwZAyubTC4tkHh5Xnc+ToIcGar1H/rVaRt0fjLL+h9trJvpSpMA3umQu17L1L59gW8UxN3al+OeaNLx8SerTD3P/8+Rs6hf2WN/pV1/OsbhKvN+2qXSMfCmSpR+c4lKt++QP6F2dGYcaNP75OlA1fVx0XcGhButMmCSK+2TV1bUfvhy6g4JR2EDK4frNYuTAMj7+i6jSOicmk/pP3eDbxzUzizFX0OgcKrp7CnSthTZdq/uIp/c2tfWkRYBna9SPV7L1B55wKFl+ZH+kdJN6D9q+v0vlgh2jqh4/3jhtKGs92PbmNVckz9/tsIRyJdC3ehztx/+j26H9/WgpJfrGjyvkdfSToWZsnDrhf1vb+4e+9Psv3HH7P9hx8+HMIzCOm+d43eBzdGqVKV3Es4Mj8iuLXJyv/jfxxqag2tMg4gEkmjx86/f4/GH77/QOlXld673XC1wcb/78cPrIV10DEFtzZZ/6d/9sCTl0rSx1px8LUhPG6uRnXyEsXKKSw7r1vR/Ra9zirhE9TemTttMjv/tbkMDxdKMayCQ6HVuKNugyQcEHZ3sBvrI3Vlu1jDrUxhl2oYlouVK44I0LMA/8YmTdtE5hxKry1iVfM6HF1wKb6+iHt6grQX6Bz+cDUmDIkYis1J28LwLC3Gl3cxPGvoEn2MB1Wm6H66hFnymP7b39Du6sO6ldLbZ3FP13VXyrCFXTuw25jlPPakbqFPuj7dD29hlnOU3lg89nGLYejemS5j5h3yF2ZGBpapH5ENQu3vlOpOnt1VvE5lFXWx9zCNFjW69C+v0vrlNZKvYDGh0pRoq0Pzr76k/PZZneqTArPkUf3ei+QvzRK3+iS9cLhfOuIkXQthGKgkZe2f/xX+re2jB0sz2r+4ihCCid99A7tWGBGa2vdfpPjKgh6rG+gCZ1Ni5LSxqj0xPP7haj7a7tD9ZIntP/yQcL31wMf/uBEs79D66RWMgkfpjUWcqTJKapmDwssLuHNVaj98Wfulxanu6jKktp6xdHTT8GydZsm7D+6QfhgydTxDYsXx02hp9nC5gNq1hXnI2zxJOv0J47maaaW0MG0P2ynqF5RCSAPTylEozVKZuIDrVZDSJBjssL3xGX5/izR9PPUcQkKlJpmeNZmYNskVBG++43H2BRvbEbz6DQcvL2nu7L8j/UHGz37k02nde2MJAY4rmJ4zmZ4zKdckti1QQBwq2q2MteWE7fUEf3Dn61MoSd75vocQsLac8NkHd1a8jis4fc5iYdHE9SStZson74V023fGn180OXXGojZp8P7PA7Y3ElBQqRlcelUbEt78MqLTzqhNGMyeMilVJJYlyDIIfEVjK2V1KWZ7M+Wk5uXCMJCmjWG5SNtBWlqDx7AdpOVg2O7IYsKwPa3PA6ThYKjB031iacwHQdIN6F9dB0OS+RH5S3M4szpNYU8UsSeKo/eqXX8vKQ5MH6lMK+xmYTIs6j4a4VqT9rvXsetFCq8s4EyXR5EUe7I4jGxEQ8KjiYe0TLIoIdpo0f1kie6nyxRenD8+4Rk+TFWW6W6UYYeVPoZhyD+IhgQv0zUejoV09ggcKp1yiHa6dD++RftX1wjXml+tdkVB3OjR+IsvNOE0JVa1gLC06rMzW9l3PnZrkaRtgdAaO5v/9r1jDxcsN2ib15G2qcntQg2rlMOdq+HOVcniVHtCJenQH8samc6qYcdOuNGm98kS7Xev07+2gYqfLXmGwc1NxI8/I/MjTXLmq/rerxWw93SfqUzdITwH3vtqaH4bPxUFz2M8XjxXhMe0PPKlOSr1cwhhoFSGYVh4hSm8/ASOWwaGgn3ddTaWf0UYPD7xOUPC/GmLb33P4413XKZnTaqTBrm8QEr47m/n+M5v3Nv4sr2ecOWziG472xdRlBJcT7BwxuKd73u89R2X0+ctvJxevfR7GSu3En7x5z7v/8zn5tWYKFKoDOqTBv/gf1PGdSV/8SeDfYSnWJZ8/6/n+M2/mac+aXDt84j/6/++Qbd9hxi++rbDX/87BV5+w+H/8L/bHpGhxQsW/7P/dRnLEfzBP++yupTw0usO3/qex8IZEy8vUQq6rYzLH4f85E8GvPezgMbmMR8+QmJ6eUxXFynbhao2Dd31yhoKEUrTBvSqS2XZyDQ0bG0RdZuE7W0S/9mSc09aA9o/v0q806Oy2aH8znnsyZKe4CxdgCh2/ZJ2Q+tppttVh8adKslIg4i40Sfa6ZIeVnC8B5kf49/YZP1f/5zJIKL0xqJu77bNUSTJLHt3/LeGuiPhZofuR7fY/B/eJQsTnKmS/v0xAksqzbRv1naXuKo7vIRp6AJkQyIMoVfse7el1NDFXpO5LNL+W91PbrPzZ58yuLbxUAp1k45P51fXsSp5hBAUXp7XnTTDFl1hm5i77cPDfVKZGtZkhCcy4FRxyuDaBtF6i6Q1oPyt8+TOTSMcAzkczyy6evUzbCFWSard0Yfika1fXaP1l5fpXV59JpsW015I570bxI0e4Wab2q+/gD1VGrU/C3NXrV+Moje76SKV6fOhkowsSogbPZ3+Cp6NxoUxHh6eK8JjmDZevk5t6iUsOw8MVZulObS0AFRGc/sKWysfEAyaxwtDPkRkGbRbGTevxCzfjDn/os3CGZNCyeDq5xEbqyn97n7G02ln9Dr3hjcLJcmlV2z+p/+rMmcv2RgmNLZSVm7FCCEoliWXXrZZPG/x8ps2//qfdrn2hSZOcaRYX045/6JBta4dsXfJlO0ITp2xyBckXk4yt2jhemLfeyp1g1JF4g8Uje2UQT8jl78TJq5UDd58x+Vv/F2TctVAATevxFi2oFo3mJoxeOcHHpOzOjL1X/+j9rHa8a1ciYXv/h2cyqS2jTC0Aa2QBkJILcbo9wh21oj6TaJOg6jXJOq3SAY9siRGZXoyTKNnR1V7L/zb28Q7XVq/vEr+0hy5s5O4CzXs6QpGztHRFdMYFRMmvYC42SfaaOMv7xAs7eAv7YyMOI+L3UjBxn/7Szof3KT46ilyF2Z1uqnkYbgWaRCTdHyizTb9L9fofrqMf2OTuNlHKaWLS6NYRzuOGi+ICVaarPyTP8dbnMQ7O4W7UMWqFbHKOYyih7T1pI8UI2+otBsQNXuEq01df3R9g3CtRdIZPHSRvdbPrhDc3iZ3cYbCKwt4C3XsehGjMFQ13t2nINLXYLNNsNzQrbgnQaZI+iE7P/qU3hcreIuT5F+cw1ucwJ4oYRQcpG2OaoiSto+/tM3gyga9L1e1pk3HfybJzl4Eqw3iZp/OezfIX5zFOzeFd6qOM1PRSt6ujbSMOwW/w3s/3GwTrjTxb2/re3+nSzIW+/va4bkiPLqyPQWlMAxLkxwhyNKYKOzomp32Kq3tq3TbSydWVf6qSDNYX0kIA8XVz/Tq4jd+T1EoShxX8vmHIR+/F7K5uv+hHMdKR1D2RncMuPCSzd/8ewVeeM1h5XbMJ++GXP4kxO9nCCHIlyRnzlt887seL73h8Hcy+Bf/VYcrn0XEsWJtKeb0OZN8UVKqSPrdjCTVKa35RQt/kJFlUChKapMGuYIckbFq3cDLSTbXEv2+u+aRat3g5TccfF/x0a8CPv8opLGVIqWgXJUsnrf47b9VYPG8RbvpMLNgsr2REgaHP5GFYWCX6hhOjjQckPRauvU86JP4fdJgQBoN01bDn2nok0YBWRzxoE/8LEzofrrM7f/Xn4xeSzo+/s0tssHjXSmqKCGOdHt10g0Y3NjQBKDgIS1dtyCk1JGtRK/yM18Tn6Q9IG4NhpPfCc+FGrZLb3fIwpi40aP36TJGwR2RrCzRHlBpPyTa7oyEE3dPe/eTJZb/3z/SnUpxQnCYWrTS5qXBSlOf6+XGyCJBurpbTBhyqECt0zf7jrfjj3yK0kd0jdJegH97m6QzIFjewSrnMXK2jnwJMUq9qTgZtrMHJF2f+IS2HIAmPR1fn/tmj2ClodWX81r/RAx1kbI4IQti4taAeKdLtN0bWhyc4HorRdzqs/bP/2okbAfQ/3KNaPtkxc4qU/Q+WyHp+DR/qs2KMz9+INd6FaX6e90LSPsh/u0tzHIOs+jti7Dpez/TGjK7937HJ2n1iTv+vaJ8Y3wt8FwRnjQJ8fvbNLev4LhlDMMCIUnTkCjo4ve3aO/cIPAbX8ne4EGhMh2BaWzdYQeXXrEY9B3SRLF6O+HyRyFLN48mYuWK5IVXbd75QY4sgw9+FvBH/12P61/eSVGYFkzNmpgm/PD38nz3t3N8/KuQnc2UwNe1PX5f4eUEkzMmURgjUyiWDepTBrevxyiV8sY3HaZmTcoVyaCXYZhQrkoMQ7B6OyEK732Q5go6svYf/m2fP/23fT74WTCK4DiOYG7R5OwLNq+86TC7YHL6nEW/mx1JeLIkpr9xCyElcb+9/8+gow1BH4GekkpS/OubWrvkKYGwTKyJEsIyCbd6hB/c0oJ4j1pbZdg9k3R8Blc3TvRR/+YW/s2TtUOrJCVu9ombfZ7GmFwWxITrbcL19uMZL0yItrqPtstKQdoN2P7jjx/CthT+jU38Gw/vu6PSjGiro7WIxhjjmHiuCE8c9WjtXKW1c+0+73jG47l7cO4Fm/Mv2riu4MNfBXz4y2Af2QFIYli9nfD+z0ImZ01+6/fzvP5Nh9WlmI9+FbK2lNDvZbieYGbeYGs9wTAF07MGrie4eSUiChVvvuMwM29SqRlsrCUUy5JiySBLFSu34gMJj1Lg9zP++N/0+PS9cF+6KgwVW+spn74fMjFl4riShbMWN6/GtBqHk5Vk0GH5J/8axFCe/Dm6pieCIXHmapz6L/4OVr1I76MbrP6jPyLa7KDCZ6cYe4wxxhjjceEh9+Y9LVD3+fP8YHbBZHLGJI4VNy7HNLfvX5uwthKzdCNGCFg4Y+nPRYq15YReN8PNCabnTWxHp5vmTptIqdNvt6/HdFoZE1PGqANsZs7EywsG/YzVpYMjPIO+YnUpodXIDvx9lik6rYwwyJAGeJ7AOGaXuG6+GIsWIQRCDos0xTFbzMcYY4wxvqZ4riI8XyfsFg0nCWyua+JyP7Qb2SiNVpvc/Zxiaz2h18mwLMHMkPBUqgYz8yZ+X9FqpDR3MrbWE2qTBpWagWULZhZMcjlJv6dYua07v+5GGOgxAz870G5JKYgCRRJrAmOa4ljaVYbtUj77GipNCdtbJxYOzM+cxS5USIIBg63bpOHTmCQZY4wxxhjjYWNMeJ5RuJ7AdgRZpuh3ddfV/RAE2UiDJ5cXOK4gS6HdzOi0dPfXzJ4Iz+SMSWNLk6FeJ2PldsLZixblmsRxNTlyc4LmTsraUnpgBCeJdVv8Yd6S+2oojxmcML0CM2//Dmkc0rr2wYkJT/nsq5ROvUTQ2iT+ZXtMeMYYY4wxviZ4TlNaY+zFYRmg1k7KoJsxNWti24JSVRcsry0n9LsZg17Gys0YLyepVA0KJcnMvIlpCrqdjMZ2QnJAyYhSSnduPWWZRJWmCGnglCYQ5uN17h5jjDHGGOPJ4YlEeCqn8tQXC1RP5fHKNpY3bCVMFUmYEvZielsBS+/v0N8OSJOnbNZ8CuAPFGGgKFUE+YLEsu8fInFciefp3w/6al8nVGMnpdPOWDyvdXeKZUkuL1m5ndDrKvr9jKWbCUmiKFU02ZmeNwkDRXM7Jb1fQ5na9+OpgUoTQGG6uZM5d48xxhhjjPFM47ESHtORlOfzLL4zycKbNaYulMjXHeychTQFWapI/IRBM2L7Rpedmz36jZCnb9p8eMjUsItanKzutLGd0m6mzC5o89FC8f6Td7mmdXR2P7fXoqK5ndJuZpTKBhMzWoRQGrB8K6bbyfB7iuWbMaGvKJYl86ctpmdNOu1sX3v9swQhBNK0ju3aPcYYY4wxxrOPx0p48jWXt/+Ts5z/wTTVU/l7fi8NgWnbWJ7eLaUUafR8C0SlCaSpQqALd6VxvEl49VbM5mrKa98QnH/R4r2f3r/FaWbe5NRZC6Vg5Vasfa+GaO6kNLdSbFdw5qLN1KxBHCqWbsb0OymDgWL1dkzgZxSKuoNrcsZgfSVh5xkkPMIwEYb9pHfjkWFowjzGGGOMMcZdeGyExymY1M4UOPOdSYqTLmEvpnm7z/WfbtJa6hMNEqQhsHImlmuQxhm9rQd3NH5W0G2ndDsZpiU4e8ni848Mbl09Wkfl5pWYq19EfPuHHudfsHn9Wy7rKwnXL98lPDhj8tZ3XF5+0yEMFB+/G3Lzyp33NHcydrZSpIALL9oUy5JeL2N7LcX3dR1OGCi2NlJqE6b26spLWo1nK8IjLYfc1Cm82izStIj77WMbZz4TUAqUwpqp4J6aIHdxDrNeRDqWNtAchIQbLfwvV/CvrpF0BkcyI+laWBMl8i+dwjk1gVUvIF0HlaWkvZB4p0twfZ3BtXXijdaRu1j73bfIv3wKpRRb/81fEm22MQou3gvz5M7PYE+VkTkXBGS+9tAKbm3S+/AmSWu/FYNZyeNdmKX86y9i1Yv3GfFeRJtt+h/fovv+ddLu/QvWjYKLPVsj//Ip7JkKZiWPtC1UmmrrjPUmwfUNBtfWSNuHqyab5Ry13/sG7qkJwrUmW//qp2RRjD1VJndpHu/8NGa1gHRtGNpvROtN/Gvr9D68+UwZfY4xxtOMx0Z4vIpD/UyB4rSH5Zk0v2zzxR+vcOPnW3TWBsRBqiM8roHpaIPAoPv8C6it3E5YuZ3wze/CpVcc2o1Me1T1FUKCYQqSWNszDHp3ZqhOO+PyJyE/+5HPd37T481vuZiG4IuPQ/yBjorliwZnL1i8+W0XKeHnf+5z+eNwX2Sm20ppbKckqWLxvEUU6RRWv5+N6nOSBDbXUiZnTU7PWVi2oLGdsnOI9s/DgOkVcEoTuNXpPa8VkbaDkAa5yVPUX/z20RuSEsP28GozuLUZsiTC314hjZ8fLx3pWthzNXIXZvHOzeDM15CeownP0GfKbXRx5mvYU2XaP/+StOPf1zHamijhnp+h8Ooi3tlprKkSRsEdmZOqKCXp+riLk9hzNfqfLTG4vHKoZL+zUCf/ymkAmn/yEUY5j3t2isIbZ3Hna5pUODYYgiyMidaaYEgGX67CXYRHGBKj6OHMaQ+xwyBMicx7CEMS3t4i3mojrPs8+gypiciLC+RfPoV3dhqzpsmIEICU2p+s2Sc8O409U6X/xRLBjc37WjcI28I7N03upQWMkodZzmFNlcm9ME/+5VM483Vtz2EPrXCCCP/GBlmU0P/0Nur5fwyOMcZjwWMjPLmKTXkujzS0501rpc+n/36Z/nZIGt95SIa9r9dqZulGzJefhKyveExMG/zw93K89k2H5naq3aANQaeVcvNKzGDPuVEKrn8R8+/+ZZdyTXLhJZvf+Y/zvP3rLu1mCghKZcn0nBYn/PyjkH/zz7rcvBbvK1oe9BXtZkq/q5iYNlhfTVhdSvYVI6uhB9jLbzpMz+lbprmTHip2+DBg5UoU5i9Qu/gNXXMjDYRhYtgeOIqi8wL5mbNHbkcYxvDzJlkSMdhaorP85XPVkm6WcxReP0Px7fMYOYe05xOtNUBKpGtjFF2cmSrObA13YYJ4q8PgyirJ3dEJIRCWQe7FBcrff5nSOxfJBqF2Ld/qkPYC7WPlORg5h+Lb53HPTGFPlYm3OyStPio6/DssTAN7roo7Xyf38insqfLI1VtlPYRpavd3pe5bZ5XFCfFOl8HlZaJDokvCMnQ06PwsYJJFCWkv4EC9BCkwCi6FN89R+cEr5C7OkQ4CMj8iajXJgkgft2dj1ou4i5O4i1MYJZek2dPn8ghbD+k5OKcnKH/nBbxzM5jl3NDBW9tESNMYkbEnVWMmkBgYSGEgMRDIffuilBZyVSgyUjKVkpGRcbLngUAgMTEOGkfd2X6qElJSFF+tvEEgMDCRwkQi7xkv2zNeRoI6RnJYYmAKC1PoNHmqEkI12HN8BoYwkRhI5K5qKkoNz5hKSEkewrHpa7Y7lkDsGUufyTvHlh7r2O6GLVwMdO1jqhJiFe675vpamhh3XUs1vJZqeK8kD+F4HxSPjfAYjsTOm9pxO1NEg4TeVkCWfr0rDvy+4v2fBQR+k9/6m3nOXLKZmjM5dc4i9BXNnYzmdnrg7dnvZ1z5LOIf/V+avPN9j7d/zeXsJZvpORMFDLoZVz6PePcvfd7/uc+1Lw62gfAH2sfrzAWLXjtjbSnZ1xmXZYqNlYROK0UM399u3Ovq/rCRBD2Cxhq99Zt49RnsYk2THSEAgbRs5HFay3ef1SrD316mfeMTOrc+fa4iPNZkhepvvEZwa5PmH39A94PremJXYBQ93MUpJv6jb+IuTmLVi5R/8ApJ17+H8EjXwlmYoPKDlym8fobMj2j++FN6718jXNrWbuNCYNYK5C7OUfvdt7CnyuRfW6TWHtD80SdEK4ebQhp5l9pvv4EcErOtf/VT/OvrJI0eWZIibQt7poKRs4lbfdLOvcQ07QUMvlgmuLlxaLeds1Cn+PZ5vAtzqDAmXNrW6az+velys+jhXZyj9jtv4MzXibfaNH/0Mf1PbxNttSHJQArsmSqF189Q+923sKZKFN86T9oPaf3ZJ6S9w0m0M1Nh4m+9gzVRIlzaZuffvYt/fV3vj1IIx8JdqIOCeLvzRNJZrshRNGqUjAnysowtXCxhYwhTT9AqISEmzkIGqkMva9FLW/hZl5Tj768lXMpGnZIxSUGWcUUeU9ooBRkJsQropS1a6SbtdJtAndBh/i44IkfJqFM2JsnLMo7IDcdTZMREmU8va9NMNuhmOwTqaIPXnCwxZZ5ixjqLIUy2kxU+D34OKEzhUJAV6uYsBVnFlXlMYZKqlEgFDNIu7XSTZrqBr3oPfFwCgStzlI1JynKSglHBEg4GBghBksUEqkcvbdHOtmin28TqZM8+gWTBfpG6MYslbDpZg+XoC1qp9sUzMCkaNarGNGVjElu4mMJGDMePlI+f9ehlTXaS1a90vF8Fj43wSENiWhKEjhhkqSIbt5ujlI6WfPxuSKeZUalLvJzEtARpogh8rXjcad27elIZBL5i+WZCEg+4djmiNmGMWtSjUNs3rC0nbK8nBP7B53vpesz/9//ZolSVdFoZSzdiwj3EKE3hy09Dwn+q+Omf+SSx4rMPwnsWyaGfcetazH/9X3bI5wWb6+kw2nQv4lDx8bsB7WaKlxPcvh7T3N6/wSTwGWytkAQDTK+A6RVwy1NUL30DlNJKyxu3jnGOFSpLSIIBUXeHoLVFGj0/0R0A0oy0F9D+yy/ofXSDaKOlyQmQtAek/QBnroowDZyFOt6FWYxS7p7NGKUc5e++iHt6krQX0PvoJp2fXSa4uUnavVP3k3R9skGEUfQofecSzlyN0juX6H96m3i9iToktSUsA2e+Tu/DG3Tfv07/syWSVp8siHSEREqSTh9pmUP39QOczjPtpJ7eL5okBGY1j7s4Rf6V0wgBnXev0f7ZZeKd7oGpPHumSvnXX8SeqhBttOi+d43Oz74k2mqR7XFbT/shKs0wcg6lb1/Cma9TfPMs3XevkQ6CQ6M80nNwT03Q+fmX9D68weDqmo6KxVq0ShiStDPQ7u9Rcuh5fJiQSDxRoGbOUTRq5GQRR3h64hxFDSRK6MiEIiOVCQVVpawm8Y0ut6LP6GdHGagKTGFSM2apGtMUjCqOyGEJB1NYSAw9R5CRkuCJIkWjRi1r00o2aKabJyI+AoEhLCaMOSrmNAVZGY1nCGsYdRmOJwp4skTRqA2Jlh4vUvd/VkgMLOHgygKmsHBFHkd4eCJPxZymaszgycKQAOjxMqHwVEJOlCgaFUppnUa6znaycuIomSeKVM1pKsYUeVnSxybdUZQFQBkpnsqTlxUqaopO2qCZrNFMN0k5Xr5UwPA489jCJVEJBjYGJq7MMWUuUjImhvdNbnjP6LbjzEjJVIGcLOJmeXpZCz99TgiPYUsq83mcvInpGEhLYliCmZcqlOdyCClAQGna4+JvzBy4jUEzonGrR9iN7x8BEuDkTdySjVuysHN6PGNEqhRprHV9gk7EoBnit6IjjbRrpwuU5jwsx2D7epfedkAaZ3gVm3zNwS3amK6hU3OZIo0zon5CbyfEb4XE/snTPHF0r4v6caGUJja3ryfcvv5gq8GdrZSf/PH9VzNKwcZqysbq4SQhjmFrPWVr/eiVUZLArWsxt67d/wun0pi43yLutwAQhoVXm6EwfwEBDLaW2Pni50eOpUUQY5JggErj+9ZaPMtI+wH+1VV6n9wiXN4fYVHD9E//ixWcxSncs1PYk2WkZ+9v6zIkViVP4c1zmLUC/rV1Or/4kuDa+j0RERXGRBtNeh9cx12cxDs3g7s4gT1Zws85hxYEg3a7Hny5QueXV+4t+s0y0o5/wkf/HkiBdG3yr5ym+PZ5nFMT+Dc26fziS/qfLR2YchOmxJ6pkH99EZmzCd7fovveNYLbW/fcL9kgJFzapvPLK+RemMe7WNZF3bUCSbNH5h9A0EYHrsjilO4H1+l/fEtH4fb+OslIml8tknFSSCQFWaVuzjFtnSEnS1hiN/KRkaqYhHiYhtDJEykMbOHhyBxO5g1fPXw6EQgs4VIxppi1zlI1prGFh0KREBOpgEzpqy6FxMDCkwVNDFQNTxaRsUEjWT9WhEAgcESOijnFrHluFHlQOn5EpPw94xkYmORkkbwoU5RVcrKAQNI6Jsm6c3yTlI1JauYMBVklURHpMCIGYAgTU9h4soBHgZwsYUuXVMW0022SY5KQnChRN2eZss5QNiYwMUlJSVRETDBMPepjs4RNXpQpUBmSPhcQtNKNY4+3/zhtTGGRk0UmzAVmrfN4sgBAquJRBEkgR8crhEGkwhERexJ46ITHq9i8+vunmLpUojjl4ZZtLS7oSMSw5VoIweI7kyy+M3ngNm7+fIu/+sdfsvZZk6h/wCQutKZP7UyB+ddqzL1Wo7ZYoDjl4pZspAFJlBF0YjrrPqsfN7n5i02W3tsm9tNDSc+Lf32ON/8nZyhOe/z4//YZX/5oDb8VceqtCc5+Z5LZV6qUZnPYnu4kGzRCtm/0uPqTdZbe3WbnRvd5nE+fCqg0Jva7JP02wjBJ/B5Ba/NJ79ZTgaTVp/fhzfsTDaWItzukXR8hJcKVukhWylGhsXQszGoBZ7aK4Tkk7QH+tXVUkiLMAx5SQozqeoQQYBhY9RJmJX8o4cmiBP/GOsHS9pEdTg8CaZvYU2Xqv/sW3sU54u0O23/wS/qf3tbRk4M+4zmYtSLOdBWAeKtNuLyjjVkPSCirJCVcbZCFMUKKYRquSrTROpTwpL0A/8sVwpXGPWTnSWB3kp61zzFnXcDCAYaLBHTqxc+6BFmfREVIYWIJB0fmyMkihjKJlM9OsnJkmsQQJkWjynnnTfKypKM5KBIV0cuadLMmQTYY7pNDzihSlhPYuFg4TBjzWNgYWNyOPz/y2AxhUTYmuOh8E0e4SAwUilhFdLMGvaxFmPkIBLZ0yckSZWMCS9nYwmPSPI0pHGRssBpfPdb59GSeWes8VWMaQ1hEKqCdbuFnXWIVDd9ToGTUKcgKEk0c68Y8luNyOfglvax5rLGmrEVmrLOUZA2AlIQgG9BOtwhUn0TFCO6k8vJGGQsHR+SYshZxZYEvgj6DrHOiyJJAYkod7XGExznndSQGKQlhNqCftYlViIIhscvjigKKjM4DpNMeJh464TFtg/rZArXFAl7JRpoSIXQdiBToCA/DtFZyMPPIYoU6JCzsliy+8w8vMfdqleKUi1OwsFwDw5Z6PMByBYYpcQoWpRmPuVcrrL4zyXv/zQ066wPS+HBWIgTkag5nvzNFccrjzLcnKU652MPIlZBaM6cw5eEULaqn8sy9WuXTf7fE2mctwq9Bh9mTgMoyol4T0zt+K/LXAVkYE22271/zoXSkZ18rvhAIIe4EeAouVq0Iw+9o4ZXTnP7f/l2d/jno6yJ0t5Q9Uxm9JF1bE6lDoJKUeLND1n8EDz5D4p2fpfZ738A5NUG4vE3nF1cYfLZ0X7IDus3dLN/RBqv84BXdQn+fZxRSF8M7pyaG/xYYno0w76+HBfo6hWvNIwu7HxdMbE7bL1IzZjEZFt6iIw1byTLdtDGMUOiiYbFbiisMPZmJIgJopVtE6nACVzYmmbcu4ck8EoNYhXTTHdaSG/Syli6CHa5GpZAYsYknC0yZp5kwF7CFS96oUFdzDFSPVrJBwv3JZc2YYdY6PyI7kfJpp9usJ9fpZ10SFQ0jPAIpJCYWniwybZ0Z1qo4FI0qE2qeMBvQTDeOJAa7EayMjK34OhvJLYKsNywW1l8iQxi4Ik/FmGLBfgFbOJjCpiArTJhzqCQ7NDVoCYeKMUXdnCUvSygyBlmPzeQWO8kq4TByNYrICYmVOJSMOvPWBXKyjIFJXpaYs86zHt+gkx1ed7cXAoGFxbS5qIuRlWI9uUEj3aCfNUnUnaJkgdSkTrqYmARqMCrqfhJ46IQn7Mdc/6tNNi63Me07X/7yXI6piyXq54oIAVvXOlz98fqB22gu9Yek5OCHjRACp2BRmNBkp7PhM9gJ8TuRjuAoheUY5Gq6Fb4w4ZKrOrglm53rXW78Yov2yuEnXQidhpu8UCJfc3AKJjs3e3Q3faJ+gmFJ3JJFcdpj8nyJ2mIe05GoTNHbDogHyde+IPtRQCUR/c3bmF6BqHu8ldDXASpJSXv+4TUfmbq3vmRPI5B0LGTe0R0eSiHzzp0J/Qgkw4iOStOj1cKVIu0HZI+gINc7P0PxmxfIv3KKtB/S+/g2nV9dJW72Dm2Zl56NdK1R+sqs5JE551hjJl2frB/qFMIRx37nOj15DSgTm4JRoWrMkJMlBAJFxnayynayTCNZJ1D9+3bUCAS2aI3IxGFkwBYuJVmnakxhYpGS0M2arMRXaaTrRMrf3zk0/KufdUevz1hnMIVF0agxrU4zyNokWcy9bFzgCJeyMUHZmBxFH9rpDqvxNRrp2jDacvd4gkHWHb00Yy1iYlOSdSLTp5s1D63nAU1mBA6byW22kiUayfq9dTIKAvrEKsKVeermHJ4sYOFSM2bpZ51DCY8jPKbNMxRkBQODSAVsJDfZipfoZo17r8Pw2CIVIBQs2C9QkLqwecKcH0W7jh3lEbp2qSArBKrPZnKbjeQWnXTnvmTGyAykMHWvlnpyZP+hEx6/GfHBv7p5z+uL35rgtb91muqpPMKQrH/W4sf/988eaIwkTFn7pIE0wM6brH/aYvtGl/aar+t00gy3ZFM/U+Dsr01x7tenKc/lKM16nP/+DK3VwZGEBwGzr1RQmSLsJdz+1RY3frbFxuct+jshpmdQns0x92oV4/ck1VN5SjM5Lv7mLFd/sk53MxhHeR4BsiSmt3YdaTlkySG1El8zqEyRxcmhkdEjIYVO4Qj9jExafYIbGyfaxFEpHb2zSk/4DzP3a0iMokvxGxcovn0e6Vj03rtG772rBNcOXljthTCk9vMb/jvaaBGtH59Qp/2ApNE7MnKjHsWxPyAc6VExpvFkEVNYuqU6G7Ae32AnWT00egK6Mf14q3VBXlYoGLpTCSDMurTSDdaSGxymgJkQ00zWUSiq5jQOeRyRo27Osp7cIMz8ewiFRFIwqsPOKF2YH6R9muk6G8mtQ8ZTJETsJKsIIambM5joWpuaOctqcp00jQ/tRFNKkRKzlSwdWhSckjDI2qzG1/BkAVfkkEhd+Juu6QLxA4imgYkrCkyYc1jCGW6ny3p8g37WPqTdWxFkPVaz61RNXUhtCIuCUSUny9jCOVZXGmiiCyCFSZD2WY4v001bhxZAp6Sk6mkg+c8gkjDlyo/Xuf6XmyilC5PTRJEl2bA+RxF0Y7obPisfNTFtg/PfnyZXdZh+oUxhwj3WOLZn0lodcPPnm/z8/3OF7lZAGmV6UukK+jsh7bUBYT/hzb+7yOyrVSzXYOpiiebtPltjwvPQobKUqNscpmKe/KTxVOGrno400ykxpUBB//Nl1v7xH59ocs7CmOwJpGvMokf5+y9T/MZ5zEqO4No6jT/96FhkB3TkZdS5paD9V1+w8+/ePfaxK6VQQfxIolaPCq7IUzOmMYWeBkLls57cpJe1jiQ7J4FAUDYmyMvS6LVOujNsaT76/CbE+FmXVrJFzTR0O7mwKRsThNmAXtba936JQUVOjYpoAVrpJp1055jjRQzSDs1kk4oxNWzLd6gYkyQq3BcFuhvZsI5lkLWPTPElxKP6ntSYwMDCHnZCOTJHkN1bmO3KPEWjhikcBJIg69JMN4Y1M4d35OwWh/ezNoWsSt4oA+CJPJ4sEaQnSzX5WZd2tkMn3SF7Qro6J8UzSXhUBkEn0nUJ97l/VabIkpQ4SNm63mHyYkmntmoOVu7wPDsMRb8EbF/v8OV/WKOzEZAEexmqIk0V/Z2QW7/c4vx3p5kFpBTDYu1j6MOM8WBQ2dOwQH7ukA5CLf6ndA2bkFpVOW0P7l/L8hTAqhfJvXSKyvdexqoW8K9v0PjD9wmXt8nC4y060o5P2h1OUENFZZS6x9LieYIlHPJGeVg8DLEK2UnXjkzbPAhyw5bpXQyyLoOsc+zPJyqmk+1QVDpKJJUx1AjygNa+9wohyRu7v9PoZ218dX+icjdiFdJOtynIKo70himcKm2xDdx/O4lKGGQdEnVQqu1eZKQEWZ8w88kbNiCwcXFFjpD+PYs6R+hicYGuv4tVSD9rnUD/SBGpgJhoFKmxhYuz51wdF37WpZ+2nhmyA88o4QGObC/fi95mwKARgkAXN1u66Piw8L+OHGU0b/dZ/aRJGh0cjkujjNbKAL8VkcUZCHCLuoh6jDGeJWR97Y+V9nzkUKE4d3GW/se3SZMn31F0EGTOxrswS+nbl3DPTBHc2KD77jW6H1xHhcePtiRdn6TVIxuESNfGni7jnJ7QwozPIbve1Y9xRA6BJFOZ7pZKm8PJ+mGOJXGk1r7ZVWkO1YAwO35EIVUJ/aw16nQSCDxRwBL31llJ5FDkz9o3XpQd/x5OiYdEIh5u0yAni1gcbjyckhCowYlIQKQCIuWTR0dcTGEPydq9VsC2cHFlflQqZgiLnCwzaapRi/1RyMsKJncW5MYepeiTIFD9rywG+bjxzBKeXQgBwhCjiIxWsxaj4kGB7gZL42z0HmmIIwkPgN8K6W0F+K0jctmpIvIT4iDF8kwM28A4qI33cUBIpBhKmCvIsoS9Xxox/N1e6fERlBrJkH/1h/zuNZHDsfaOo8OrOlKjOM5KSEhzv1R5lh7yOaFbr8Wea6DU8Fwcsr/SuDNGlqFUdqx9e16QhTFJo0u4vIN0LOypMsV3Lun28SA6uOhXMPwSDi9wlj2+U2ZI7NkaxW9doPydF0iDmNZffE77Lz9DBSebtLNBSLTVIVxt4J6awF2covDaGfwvV3WK7qBnxdBXbITHJBL4MLBrhyCFXphpq4CIWAUPNVUsEFoHBq3UvKvtk2SH18LcDUVGkA32FNYKbOFhiv2RdC00aO4ZLyMlJVbRicbLVEqg+iMSIZBDQb3DI/eKTKeXTrAij1U4InIApjCx7kNA9pMhKBk1Skbt2GMdBCm0JcVJEatopC30rOCZJjx2zqQ45TJ5qUx51qMw4eKW7WEUR47+5KsO+cnj1e2MoMBvR4T94z04VabIhg9FsTsJPGaYVo58eY6phbfw8nWioMvKtT9n0NskS2MMw6ZYW6RQmsMrTGBYHoZhAYI0jYiCDoPeFv32Kr32Mln6YCs9KS3cfI1i5RRecQrbKWEOx0qzmDTyicIO/e4GvdYyfm8bdcTq5PSl36ZYPQ1KMehtsrXyId3mwSrLxcoClcmLVKcuAZBlKX5vi1tf/DFJfO+KZHd/p099k2L1FFmasLX6Ie2d6wT947drPg+IW32af/oh0rPxzk5TfOMMyo/ofnBDu6w3h3UFhvboMose9lxVt7Nnit5HN4m3j5+qeFAIy8CqFqj/7lsUXj9D3OrT+KP36X9y60jRw/shXNmh9eNPmPjb72BPlyl966I+pg9vaNI33K6wDK3bU/RwTk1gFFzSfkDvgxtHF2w/JdgVD9yF9ll6+DWHAoEprFH6RDsqndxLafQ5tdvuzEgBev94cjh53xkvY/+i7zjIUMP2anXXeIcvZJXKyNTxfLjujJXtOx+7rdwHQQ49sx4mxPC/kyIb/vcs4ZkkPKYtmXqhzPSLum28Mp/TbedFC9MxyLKhjs8wSmF55gOlmOIgJY2Od0HV6H8c3Zb7iCCkgWXnKZTnKZTnCP0WO+t10jTCMB0qE+fJl+bw8nVst4Q0HaTU5yXLUpJoQL48R6E8R741TXvnxrHIyC6ktHByVUrV0xTK8+SKU9heZUh2bKQ0tdFgEpHEA/LleQrleXqtZdo714nD3n2jMLZbolCewzBsbKdIp3GT+3WlO7kapdoi5fo5QEdrLCuH7RZI0xB11xjCMHBzNQqVBcr1c6RJSGPj869TcGeEbBDS/2wJe6aKkBJ3cZLi2+ewJkuEr5zWXlFKIQwD4ZgYnoNZKyBMg3ijhX917YS6rQ8Gq16k9K2L5F8+hVktkLT6GHmH3EsLuGem7vs5FWmTUv/6+j3kJGn06H14U3tlvXEWe7pC6ddewJ6taoHFQQgohGUiHUubiE6UUHFCcGOT/qdL8IwQHrEbeR1Cm1k+ihtegNr/QNST+0nH2o0+39muQB7wqBWIe8ZTDxC1UrBvMhfHVgh+kLN495EJIQ5IaA2v257IdZT5DFSXVD2YISjAIGvjH1AgfTSyZ65x5JkjPNawHfzF35nn/HenqZ4ukIQpYTcm7Mf4rWiox5OQhDqVVZz2qJ3OY+cKRw+wB1minmktHSEMXK+GlCZeYZKZxXcwDFuvetKELI3IUoEQEmlYOF4ZN1elWJ6nVF1ECJMsjQkGjSPHkoaFm6tRnXqRybnXyJVmkdJEZSlZpsdKk1B/YaWBk6vh5icoVU/Tr5xCSIP2zg1CvzlMV+1HFHaJowFmzsN2iximw0E5bgDbKWK7lTvnQUoM08FxK0RBl+QuwiOFieNVMUxdY6BURhR0SOInJ5D1pKDilHirQ+fnX6KSDGFIjF0n9m9cGEYu75xzlWSoKCHeahOtNkZy9o8aVr1E6dsvYNVLeh89m+Jb5w52Qd+DpOsT3Nwi2ry3fT4LIsLlHVo/+gQVpxTeOodZyVP69iUtKLj32JXWHMrChPD21lD/6Nl5VtyTShYPssY/xjjDGMteiKHH0skgkPv28X40Rh0QdRAnHk8cSHCOc32PT4z2foa7jgx1Pyqx/7r5qs9WvEygBsdemN6NSIUED2Dmqfb8/1nBM0d4qqcLvPI3Fnjxr81RnPYIezFrnzS58ufrrH3SpLPua5Ki1KgM5fz3Znj5d+epnjoZ4XnWIQ2LfHmOqvsCbr6OaXlkiSYwg94mcdQHBLZTIFeYwslVMUwbIU3cfJ3J+dcBxeqNvzxyLK8wycTMq8wsfhvT9hDCAKWIwi5+f4tw0CJNI0zTxc3VyBWnMC0PadgUynOcefFvcPvKn9JY/5zQvzd0EwUd4rCPl5/AtHOYpouQJiq7N55guUUcr7TvNSEN3HwNv791D5GR0sDxKkMSpclgFHZJkmcrP/0wESxtkzT79D+9RfHt8+QuzeHM1zHKOYSUqDgh6QekrQHB0jb+lVV6n9wm3nr06SwADKGFAqVAmAZG0cPIH522Tlp9skGEsA5+9Kkkxb+2TrzTpffhDYrfOI93dgZruoxZ9EAIsjAm7fkkLR0pGlxeYXB5ZZ/B6NMORbqvyFXyYHUcR4+jSFS8JzUkkJj76+uOgbs/p2CoXrx/ktfeX3tTUdqT6+R0TtcC7U3FJSo+MoUjhEDu+dxxIIXcl17Uph4Hk5dMDfVshpuPVEAr3aKbNb5SSvKkKcZnFc8U4RESKvM5zn13inzdIejErHzU4N1/do3mcp9+IyQe3HujpHH6PDZaHAlpWBSrpzFMG6VSOs1bNDcuM+huEkc9sjTRRdzSwrJzlOvnKE+cp1CeQwgDrzBFobKA45aJot6BkRcQWE6BSv089ZlXsOw8CPB7W7S2rtBtLREFHdJEF/IJaWCaLo5XoTr9IsXKArZbxnLyTMy+RpbGbC69d89qJQo6xFF/WFQsMO0clpMj8vcokgqBabpYdg7DcFBZSui3kYaFHJI4w7p3UhTSxPWqGIZNmkSEQZs0iU7WCvi4kSmijSar//iPka5F3OgRN7qHWEsokvaA1p99jH91DdA6O/dtN08zku6ALE5IBxG9T25j5B2kbQ07AYZCh1FC2gtI2n1NJg7R4Gn9+acMPl8GQxKu7BxIjryqwyt/+wxhN2LryzbrnxwcXQyXdtj45z/ByLkH+3zdB1mUDPf1/italaQkrR6DKCFp9emUrmrbiKFlhhrqFWVhQtodkLQGJJ3BfdWT0+6A5v/4LlNul1zJpNvcRsRPVqMrGRqCZkO7CANtMGliDY1CH9YDU40KeVMVI4d1MKawMDCPXUgskENxvl1ioIiUf4Bq79BnXYWkKkEKA4nEEvaJxtP2D7kREVFkhAeOtx/aG8vRxOyYp9DE3tc1laqERB1MnhNiYhWgNy4wMIfdb9mJnda/jnimCI9hGxQmXOpniximZOdWj7VPm9z65fahqSe3aGHnn6lDfSiQ0sDNVUiTkF5nk63lD2huXib0Wwd0EQiioIOQEscrY1oelp0bRmOmSVsRSXZvMaiQkmJlgVL9LLniNAhBMNihtX2VzeX36Hc3yNK7v7wCw3RIYm3cV5ncjfTMEwwadHZuEviNfQQrCrrE0Z1JyrQ8bLuwj/BIoSM1lqX1PuJogN/fwnKKuLkqbq6Oad5LeKRh4uTKGKZDlkaEgwbZAZGjpwpKkXZ82n95tIniLrIgYvDlKoMvV4/5AaWdwW9vEd7eesAdvQP/yhr+lbVD32PnTc782jT9rYCon9yX8CTNHt1fHs/Q8UGgkoy0M8A/wH9LSIGQQ33GY6S8szCm/+kt3O8XKecLyF4XnrC1xMhVW4VYOEhhYAqHnCzRz9ondtA+DBkZgeoTqRBvWMDsiByOzB1bi8cQBjlZGnVlKRSB6h9oRJmR4qs+nirhitxoPFu6x65VMbDIy8rIAV6R4We9IwUZDWFqnaATFBY7wtungxOriHBEavYjUoFOX6HXHZawKcgyTbH2rGWXngienE/7A8D2DOyciWlrHZ3+VkhruX9o9EZIQWnaI18/ni/O84gw6NDevsbazZ8SDBr3aZlUdFtLw0LlLdSwFsK0PPLleQzj4DZJKS1q0y9TKM+POtPa29fZWfuYbmvpALKjx0qTgO21T2htXyMMOsOxXHKFKUr1s/eMF4U6wqOGrfM6wrM/RSmkiZevY9oeWRYT+E0GvW0dGZImXr52QIRHIKSJ7ZaRhkWahASDho5+jTHGAbA8A7dkY3kmwjhe6kIAaZTq2sLoYcg+fFUoIhXuc8q2sKmaM1jihB2txxhrkHX22VDkZJGcLB3ymf0whE3JqI+0fDIy+lnnQDVjpTL6WWufgGJelvHE8Q2HLWFTMiYwha3tIlQ6cgE/dD+Hppx3t8vfD7uaQY7MjZ5tkQoIsntFBwHCzB+SRP1eW3iUjPoD6eh8HfFMEZ40zvY5rFuegVOw7luPZudMpi6WmHmlSnk2d/CbvgboNZdob1871nujoEOvvTbK7xumjZOrIIx7I2TSsHG9KrniNLZT1FGHJKDbuk2vfZwogmLQ26DbvD2aAGy3RKl6GnkX4YnDHkk0GJE1y87rMffujzRw8xOYlkeaRASDBsFghzjqD+t0qpiWt08ywDBtbKeANCyEkJrw9BtHaPaM8XXG3JsTvPQ3F5l+qaqfP0dBQRJnfPzf3eBn/+hzmje7xP6TTz+E2YBmsjFK0zgyx6x1jsLQTfthQaFopVv00zvR2JKsUzEmj1Xga2CRkwUqprZ5AEWqIjrpNv4BxbYZKY1kY58FRMWYpGTUjzWeiU1OlqgYU1jCHtbvhLTSTYIjxBK1oKOrfbxE/ohxLMrGFK7Mj1rNdQSnT3QfX6sg69FNd0ZWEpZwKBhVKsYkrvj6znHHxTNFeJIwI+jEDBohWZJRmvWYfaXC5PkSTtFCDIv/Lc+gtljg3HeneOvvnaV6Ko80n1Cv+BOEUkpr0PS3GHSPZwKZxD5R0BnVrwhpYFrDIuS7YJouXnEKy8kjDZMsi/H72wSDFkl8PC2UyG/riNJwNWPZOXLFqaE+0B1kaUISD0iiPijdZn5QhEenrTydmuo3CPo7+jMIDNPGsvOa9AxhmC62Uxy2ewqSJMIf7DywBtEYzz+qp4tMv1zFKVrHf64o6K4PaN7qEg++osnrQ0Kg+jSTdULVJ1UJBtquYco6w4S5MFRhPvz4DCxckR86d9+fJA2yDt2soSNKKsOROSrGFFPmaRzh3XccA2v4vkWcYU1NqHya6SaDrHugKnSGop+16KUN7bauFK4sUDWmmTQXhurM9x+vas4wYS5gSxchJKHq00q38LPekTVAQui6mklznooxhXkfZWaJSU6WmLHOaKd6IcnI6GQ7DLLufYujE2IGWZedZJVIBUghsYXLtHWGurlA7hhRLIH+TEFWKcvJfRYczzueqcKWNM7obPisf9Fi7rUapSmPhTfrtFd9Nr9s02+EqEzhliwmL5SYf73G6W9M0Fn36az71E5/vbq0dOooJAy6ROHxctdZlgwLjHdFFCXSsEcKxHth2h754vSInKRpxKC7caJ27jj2icIuuwloadjYbgnD1IV/d9JviiQOCP02huVh2h72XYRHDtNWpuUS+E38wQ7BoEEcDe0BhO5Is50iSaT30bQ8bLc8HEtHqILBOMLzMCEtiVu0cIo2pmsgDa1ynsYZUT9h0AjI4rv80YSO0JYX8tg5UzuZpxmxnzJohkT9eF/NgjQETsnWWlyeiTQEWaKI+jFBJyLs6fe7JZvijEdv0yfsa+Jheyb5SRelYLCja4eEIXAKFsUpj/ZKHwQUJj1Mx2DyYpnamaKWxAhSgnZElmYE7Qi/pSUxduHVHIrTOaTUBxX5Cf1Nn8hP9tX/mK6BnTexc9YwZWsgDIHfCkHp3ztFi3iQ4jdD7SU4hGFJ7IKFW7YxHZ3uz5KMqBdruY7eweQ9ViHdrEEr3cIQNjlRQGIwZZ7CEg4GJv2spYubVTqqGxHoxYHEwJHeyMxzI75536LeWIV00gaNZJ0p8zSWsCnKGgv2JWQs6aVNYhWNuoUEunPJEwWmrdNMmacw0Dpe/azNZnJ7mLI6iDiqkRdWLikzZbkYGJSMidE7dv2udou2tUKzhSfzzFiL1I15hBKkJHTTJlvJMokK7zPeHWTD4uGKOU1CPHQz7ww7x/Sx6fOWpzokfLZwh9YeIY1kjUHWPnSMMPNZj2+OlKYNYTFhLgwlCU1a6QYpCZnSOjlieEb1NZOYQjvAe6KIRLKVLD0S/7SnEc8U4QHYudHlo//+NuW5HPapAtVTeb7zDy+SJRlZqgUHpSmRpiAJM9prPu/+19eYOFfkO//w0pPe/ccKlaXDDqmDC+AO/pC6q0NKaKuKA2CYDm6+jpTmaLzQb9+nbudgZGmsO6L2jigkhuWOamp2kcYBod/EK0xi3hPhERiGNWwvd0mTmKC/o3V3ogFpGmKYDpZTxHZLo4iXabk4bkm7r6tME0S/fZ+OtDEeBLmqw9nvzbL4a9PUz5VwCjZJlNDb8Fn5YJtP//sb9Db3m/NKU1A7V2Lm1RrTL9dwijZhL2LrcovP/+0tVj/cIQnvvN8pWpz93gxnfn2GqUsVnJLNoBGy8v4WN36yxq1fbJLFGQvfmOQ7//nL/OqfXGb53S1iP2H6lSrf+PsvkEYpH/6La6x9tIOdt1j89hTv/Gcv8af/p/cxTMHbf/8S5bk8ubqL6RpUF4tkia6lCLsxV/7DCpf/8DYbn92RVTj3/Vl+7T9/Wdf7SMHGZ01++U8us/lZcx9pqZ4uMPdGndnX6iRhSnmhgFu0+OLf3yZLYeJ8idPfnmbziyaf/cEtrv34Tso4V3dZeHuCi7+9QO1MEdM18VsRy7/a4MZfrXP7F5v3/fpHKmQpuqytE6xzo66fCXOeqjFFqAYMsi6hGpCoBFOYmFjah0vmRymmQdalmawf6q3USbcBRd6oUBAVLOFQNWbIyzK9rEU3bY4mXks4eKJA+f/P3n89SXamaZ7Y7zv6uHYPD61TZwJIiEIBhUKJrqruajU90zNsa5s12s4audwr/gE0Gq/IC96Tu8Yxcm2Ha2PG3Zme7Znt6Z6e7uou0SWAKhQ0MpEqIjIjQwvX4uhzePF5eGZkyBRIAFnxlKEMiAg/0t2/57zv8z6PVsYUNmpviqkbN6mGa2wFS0dWW2rRJghBVi1hKxlMYTOgjZFRi7SiGp24jpfIwQlDWKSULDm1jCGsfrWqGzephKtsh8vHmoKSFZgmaSXPsDZNQR2iGVXoxk38nv7HEmly6gBZtdibzhI98lmjEq4eKeQO8KhEK9hhBlVoFLQhBIKSOkJOGcDHoRM18WKHiKA3haehKyamksISMmcsTmKa8Ta1eJPfkKn0Lx/h6dZ9Vj6s8Kv/8RaTr5QZvpAnN2KjWSogCL0ItxVQX+qwfr3O4q+32Z5rolsqTtPHTP/mpJgnSUIYug9VrXiYQruiaNJzp+fWrOkpBkYukc6NHjtsUggVw8r1/TV2xs5V1djTRgsDB9epkyQRqmahaXZvsipA1UwMuyC1P0IQRz5ut0Yc+YSBg+c2sNODGFYW07onltR0G8OWFZ4w6BJ47T1OzCd4dKRKJqOXB3j+n8yyca3KxqcyiFfVFcycQafi4rdD4gdyqAZO5bELJlu3Gtz8wRIIubCPvTjAzJsjxFHC8ntyciw3nmbi5TIXfn+KzpbLzb9fxu8EmDmT/FiKi384jVAF61drRGFM4ISkyxZmzujvS7c1VF2hNJ1l83odu2Bglyy8dkAcxtTvdvjw385hZXUu/ME0pdkcC/+wSm2pjd8OiPyIxkqH5tru6ubKB9v89P/xCbqlcumPZjAzuszZe6BgqmgK6bLN6OUyt3++xtbNBrnRFGe+M0FzrUN70+HaXy9KQnehwPqVKp2qS3bYZur1Ic5/f4ranWb/+mq2Rvl0nrPfHUdRFVY/ruDvU+mR00ct1oIFgsRjWJvGUmRmlNKrshjCIiKSthJCof+/3t9EyHbYUe2viJB2XOe29zEj2gxFbQRLpCWhUWQ4Z9R72NoZXdeFnCALk4B2VGM9uE01WjvWeLmszlSZ9z5gRJ+loA5hihSWSKGqGhk136tIybF8Vej9kfIgltWv9eA21XD92CPffuxI0iKa5NQSKSWHompklVLfW0dmZZl9obEfu1SjdVaDOZy4fSxLgJhYVp0I8ROHojqMLsx+ZU5XTSI16lXId0wbVVShSl8iIYgIZCX/cxfQPz08NcLTqXgsf1QliROEIlj5+Gj33v0Q+bKtdeun6zQ3HLbmm+RGbBkdIQShH+E2AmpLHbbmmqxfr5NECRs3m1z5T0uYaY3thdaBjrBbc01u/mgNu2BQXWxTXzlee2b90zq6paKbKpu3mrQ2vgglwoQ4CvoTV08aQiio6r1+uKoZpHOjpHOjj7vhXpDn7spSGLo9J+YYRVFRNBkz4bkNNF2O0AtFJYlDwsCRXkNxJAlPt46VKvVcmPP9bWq6hWHlQCgEXofgmK2/ExwPRkYnP55m6EKB+Z+scOetdTrbDrqlkRmyieMErx2QhLs/j3pKI9pMWPlgm+rtJnEQU5zJUT6doziVpXym0yc8AzNZpl4fRrc0Nq/XWX5vE6fukx60OP3tccZfKnP62+N0tl38TkBzrYtdkFE0kR9Rms3i1uXTd2Eqi2YoWAUTM6dTX2oTOCGtDYdOxUXVFYafK5EesFh+f4vVjyp0q650Xr4vT28H9btt6kttNENl7KUyg2fyHATVULCLJrXFFo3VDoNn8rz6X52ntd5l80ad2p0WU68Pky5bpAZMunWP8tkCwxeLaKbC6kcVtm7WCZwQK29iF0wKkxlm3hyhstDcl/CAJAbNaFu2eJKQjFrEUjIYwkITBpow0HttrKSXn5Qg09XDxMNNOrSiOsERI9sgW1uVcBU5JeaSUwcwhI0uTCyRRhFKz0tYtoa8xMGPHFlBijaohqt0k9ZRu+lBpqRvh8sAeIlDVilhHri/EDfp4EUOnbhBPdqkEq4+VCJ4RIgTt2knNZykTbEnSpb7kwRxx1jQjTv4sUMzrlIJV6mGaw/lpeMkLeJQ3gcv7pJS81hCptLLAFUToSjsTHTJvLQInxZB7OPFHWrRJu4BAulnEU+N8GwvtNheaPHhn9957G0lsSRQC29tsvDW5rFes/xBheUPjg6CvPWTdW79ZP2hj+nT/7zMp/95+aFf91lDtqc+o3qlUFAeTDFPosd+aoijYN8U9Shw8br1/j5kC6soIyeMFHaqJJ8Gd8hOT3gc+l28riRKsqV1T9inajammUUIQeC1e3qiEzwpCCHklJIXyYy7KCF0I7x2SHOte6B4t1tx2bhaZe5HK/2fBV7EykcVhs4XSA/2hJYCSrM5hi8UuPnDZe6+s0FlXrYE2psOuqli5XROf3ucO79Yo77SobnSwS5ZmFkDvxNQmsmx8WkVRVcoTmVRDRU7b2BlDerL7b7IOPKTHrGhr0GKguPl7R3nM5HE8jpt3ayzPdfoecsJqnearH5UwW36dCsuIDCzBkLA6PMl8mNpVj7cprLQpNsjbsFml62bdTJDNhOvDPLJv184dN8RIa24QsuvkFGK5NQyeaVMWs3JFo/QUVGJCKVpYeLjJy7tuEYzqtCMKv2WzVGIidgKl2lE22SVEkVthKxSxFay/akomd7u0opr1KNNGtEW3bjNo5jNRERshIvUoy1y6gBFdVhOUSnp+/YX4CUO7ahGLdqgGVX2nQA7CjLcU2M7WqYWrVNXNihrY2TUEpZIowqdiBA/7pGqcJNqtPZI+wLwkg6bYYdKuEpeLctzU4t9kqUmGtJXW5oZeokca29FNVpRhU7cOFYAqHS2DggSDz+WXZKHDUn9IuBL19I6wRcISUwch/1qWRR6dJpr+E6DKHr0WIYwcPCc+p5WnKzw3Pv5Tv5Xt70htTgpGXjpO228+wwJg8DBdWokSYymW+hGBkU1+v+tmWlA4PvHF3ef4HhorXdZ/bjCnbfXOfvdcWbeGKFyu8naxxXWr1ZprnT2NQ3tVl3aW7urpEkMoROiKAJNl9U/3dbktJSu0Fju7KliOHWf9qaDkdaw8gYstWmudSidymHlDdyGR34szY2/XUJPaUy/PoxmqdhFEzNrsPZRBb/7dFqccRQTdAPiSGb4RaH06wnciNCVxxCHiXRH1+RIql00Gb5UYvB8gVPfHCMO7i1eVt6QQmcnRNXVg6Ln9kB65jjUWOs5Iwvo/X+y638yxiFKwkdKQJfC4i06caOfRL4zNn7/9kOCXuvp8RZXP3GphRu0omo/aV0g+plQMTLpXO7vUac0peZRIPB6sQ/tuIEq1Pv2t3NuERHBga7KD4OdKl0nbqCG987t/miMXfeMqBfNcdxw7Jhl/wbrwe2+qaLXM5P8MuGE8JzgkZEkcY/Y9AhP5NNprNKsLeK7h08aHIY4jiSxecD8L4kjwtAl8DsYZq6Xzl5AUXQ03ca0Cwih4LtNvPv2HwZdvJ7hoqKoqLqFaeWJ4xBNt/qJ8YHbJjip8BwbwjCwL19AGyghTKlHSFwPb3EZ74b0fQq9iNpii6v/8Q6D5wpkh23MjM6pb44yeK7AxqdVbv98ndCLdlV7Aici2EM0kv5kk1AECDmhpBqqtBRwoz3kKQpjIj9G0QRCEbKltdrByulkh23chkfohXQrLoarEQUxdtEkO5LCzGjUei2tp4Ek7hGaneJmvPPzeyHG/elJRf6jWxpRGFNdaMr2m7v3WHcm4Y7LF+JezlYAn6l7b0JCSCBHy59CoSAhJsSXBOMz2t/9Kqansb/79/ZZX0s36cBDtPe+iDghPCd4ZMRRQOB1iHsTTUkcEfhd2o1VnPbxWo0Pv88Qz2nIFHhVw7QLKKou/XRsKX72vdauyIkocPHcRr9VpqoGVrpEFPqomtXvNMiW1kmF57gQpkHq5Rewzp1Czcs2YVhrIH72Tp/wADg1jzu/WGft4wrF6Swjz5cYf6nM1GtD5MZSVBaaNFe7u4hFEiWHxsXIP0JOFUZypF1Pab3Kxz2ouoJmqsRBIgcamgGtTQfVUMmNpOhWXFrrXdymTxzGdCsu2eGUHCXXFFprXYL7psfuT4jex6nhMSG1FnvaBIdchjiSx7zywTZzP17utbweeHkCbuvEV+pp4TfP8e3LgxPCc4JHhnQlrvSnmhRVw0zLxPXPCkkS4XfrhDkXXU9hWjIDa6dVJcXHu1tacRwS+lLXoxtpVM3ETg0QBM69qIkkxvfaJ6LlzxBeK2DjWo3tWw1u/M0Sr/3XFxm+WGTytSHmf7z6SJUUtxXgNCRZyU9kMD+tcX+Nzi6YpAftvheP1w5QdIXACUkNWORG09TuyEmrJE5orTuUprOkCiZBN8RpeLvaREmcSE9OIRCq2Nef6qmgJwnqVj0CNyQzZBG4Ed36Ae2RL5fU4gQn+ExwQnhO8MgIAodOa52o57ujqibZ/DjbRoZjCwYeEkkc4To1osDBsHLoZg7TzqMbqb6XTuC19hCXOA5xOzUMK4+qGpjpEorfQdMskiQicFtEobsnpf0Ej4fsaIrMkI2mK3IEvSNJTWbIJlUyEarArfu7ImMeCglUbzfZvF5j+vUh3IbXN+zLlC2mvya9fxZ+tkZrXU6jxGFMe6NLfiJDYTrDygfbeB2pnWmudRh5roRqqVTvtvaIqpPeVBkJTLw8SGfL7f88CmNCJyIK9p6LUHrkSOz8+6Od7oNY+6RCumwx/sogldst1j6u0N5yEAKsgoluaSRRzPZc4wsRZ3GCE3yeOCE8J3hkRKGL097Ecxo9IqFjpUqkc6M47S3c7tFTcQ+LJInxnBph6KIoKoaZ6WVkpaXvkN8h6BkN3o84DnG7FdK5EWmYmCpKPY9mEscRrlMnDL9cArwvA8yMTmkmy8CpHEE3lFqdhL4fzfZcg+pCcx+9zvFRvd3iztsbXMgZDJ4rYBdldcbM6mRHUrQ3uyz8dLVvFZHECc21LsWZHOkBi9qdFn47IA5imqsdznx3nKAb0t7o7h2s6hGsynSW0qkcp789JsfduwGVhSa1xTZOrTfiPpkhP54mPWijmQrF6Sx20WT6a7KV59Q8ulWX1Y8f/XOydUN6BqXLFkMXCmQGLdymbF9ppkrQDagvtaneacFDjDyf4ATPIk4IzwkeGXEU4HbrtBsrmFYeOzOIohoUyqcJ/DbBSps4Dg5IZ78fAqEoPaPBRE5hHTDCm/TISRS4CKGiGSmsVBHdTMvfdWv75njFcYjT2SYMHQwzi2kVIRGomkkShbjd2rHNEk9wfERBjKopDF0okipZ6LZKEic4NZ/Vj7a58/Y6mzfq/b9PoqTffrrfSRmkqDdwItymL6MlemisdPoGgbPfGOX0t8YwszpOXe7j9i/WWXpvq9+aiqOE+lKbwfMumqFSu9vC74ZEQUx9uU3kx3QqroyU2OdtuPpRBaEInvvHM8x+cxRFFbQ3XW784C7ditcnPMMXi5z+zhjjL5VRNKVf1Tn//UniKMFt+KxfqbJ9qyENEbshTt3vuTfLa7fTskpi2cPyWgF+J5BVpEQSt9s/X6db9Tj73XGmvjqMXTSJo4RuxWH9apXNG/UvRHbXCU7weeOE8JzgsZDEIZW1qxhmFitdQgiVbHEKoWhomkV149q+I+Y7EEJB022sdJlMYZzQd2hW7+C7zX3bS3Ec4d1HaoRQelETtiQ13e19CU8SRbidKlHg9sfZpWOzSRyHeN3KrhiLEzwZNFc73Gr4LL271Z+UItkZwQ735Dy1t11+9v/8pJ+DdT/cps/NHy5z5+11In/3e8NrByy+vcHalSq6paIogjhK8LuhrN7c1zILvYjbv1hn7ZMqCGhvuTKaJozZvtXgB//XXxMFMW7T35codLZd7ry1zsanNXlOQhCFMkvr/mNe/OUG61er6Cmt384CeiRKirIDJ8RtBQROxKcVj/mfytZbFEg/nr/6P71Nt+JKfVMC7/yra9KssRXIiS7AqXusvL/N9lwDzZI5Yv1r7IR4reCpTZqd4ARfZJwQnhM8FpIkxmlvUt+6hW6kKZRPo2om6dwIiqqRyg7jOjUCry21Pr0QT0XRUFUpNtaMlKy62AVa9SU6jRU5ArPvQ6kMRA0Dhyh0UTWLVHoQoWqywtOuEAZ7KzWypVUlDFyEovTG2Iuoqk4QdHG71RPC8xkg8mMc/17V4yjEQUxjef/R1yRKcGr7b2unMnR/PtWBSMBt+LiN3X+bJLKCVL19uDVB3CM3D77+QRz7eIAwigi9aNeUVeCEfRPFHTwYXSGPJ+kLsk9wghMcjBPCc4LHRhg4NKq3ZdSEZmKny2hGimxhkmxhgsCXGVVh4PTyeASKaqDrNpqRQtXuxVN4buPIed8kiQn8DoHXkePoVg4EeE4Dp1PZv8KTRAReizDoEscRiqLJtHUBvtfstbROCM8JTnCCEzyrOCE8J3gi8Lo1KsFV3G6N0ZmvUSifRjOkg7FupNGNlPzDhPuMKnYTmySJSeKw1/46XHMQeB18r4mVHugTJKnh2Z/wgKzy+J4kSqad778uigKp/TkhPCc4wQlO8MzihPCc4IlhJ1piZf6n1LZuksmPY6cHMG0pKlZUQwaCJglxFBL1XJN9V1ZYuu1NOo0VfLd1ZOCpfF2r74MSRUGvktQhjg8u7QdeC99tYqUKAISBS+C1iSNfqmJPcIITnOCY6MZNVoI5qtE6AoUw8XGTDn7y+Q9AmGaeXH6SgfJ5NM2i09lideVXBH7nQE3ls44TwvMlgxCgaoJzl23KoxpCEaze9lhfCui2A9xuhcraFVr1JZJIinjvN+E7ClHo0W1tsLn0HopmEIXeLpHwYUiSmDDo0qpLTYzT3pQJ5VYOzUijKLpM700SkjgiCj2CoEvgte61o/zusbxwnE6F6uZ1wt5kVRKFUisUdA8NaWw3VlEUjU5rDYDps4JzL7SZOp2mvq2wtuhz58ZJpecEJzjB0Qjxacc+7bj2eR/KHmiaSTo9yED5AoaRQa/fYWP9Q0Jx9Hf5s4oTwvMlg6oJUlmF3/6TAl/5VgZFgX/4qwb/8JcNbn3s0q4v064/emp76HdoVBZoVA5PVz4Kgd8hqHZoVhcfazsHwWlv4rQ32Vx676Fe16ot0qrdO6ZXvl7mT/6bIYRSZv6qy0/+ovHlJTwC0DSEqiI0FRRFVtQE94nA5XhzkiQQxyRRDFFMEoUQP17K/T3ctw0BKCpCl8eFunNMPWPKpJcPFUUkUUQShhA+Qb8YVUFoO/tWexlcgr4xZpLISazevpMwgiOqi/dDSacQht7/78T1iD3/yG0I20LoOkK9F4WRhBGJ55EEB9syAPJaGgZC10EgozWCgMTz5D08wQlOsC9OCM+XDIYlGJsyGJkyKJQ1wiDh/Isprv66y62PP/8y6gk+JwiBMHSMqXH08RH04UG0Qh4lbSNMA6FpECckUUTs+cSdLnGzRVitE25W8Nc2iBpNEvcxyd4DC7UwDLSBIsbsJMbEGFqx0DsmU5KNICB2HMLtGsHKOv7iMv7axpMhPYpAKw9gTI5ijI2glkuo2TSKaYKuSYLjuMTtLv7aJv7yKv7SKnGrDdExSI8Q5P/Rb2Odm4VeAG3nl+/Tff8K4db2oceV+fqrWBfOoJVL/R8Haxt0fvUB3vwd4vbeaawdGNMTpF5+HvPcKYSmEVZquNfn6P76Q6LGSfjtCU5wEE4Iz5cMUZDQrEe0GxFOJyKOYX3Jp904cVH9TYVaKmBMjGGenkYbHEAt5lCzGZSdKoImqxvSzS6WlRTfJ3Y94q5L3O4QtdqElRrB8hrO1RskfvBI1Z6kV6lBU9FHhjBPz2DOTKINllDzOZSUjTA0ScCS3t8HAfroMMbUOObZWfylVbybCwRrG7La8ZAQtoU+OIB5agp9fFRek3wWJW2jmGav+qVCHJEEIbHvo48NY56eJtyuStJ1Z4lgc/tw4pMkCNNALRRQs2kA/JEh1EL2cMIjFIyJUczZSdRc9r4fKwQT6/jLa3AI4VELOYypcYzxEXkdo6hXtXvoS3WCE/xG4YTwfMkQ+AmVzZAr73Tw3Bgh4L2fttlYOfHg+I2DqqBms1jnT2O/cAHr0nkU09jVJtkFIWSbS9fAMncttgBhpYZz9SbujXlJeB4BSRghNA19sIx9+RKpFy9iTI7JdtI+dgNCU8E0UDNp9KEyycwExswEii1DXf2l1YciXkomjTExinXxLPYL59HKAyiWuf8fqwpC11FSNhTyGJNjJH6ANz6Ck80grt/CX9uU1aYDjiFqtIjbnT7hUTKpfnL8/geoSJLUI3+7roVlog0Pouj6oSEQSiqFWsiBkPc5dj3CrQqEv5lC1BOc4Lg4ITxfMsQxeN2Yv/rX1b5dTZycDBj9JkKxLOwXLpD++quYs5NH+hcdiZ6uJgkP15AcijBEzWdJvfwcmd/6Gmo+93Cv1zT0kSEyb34VxbbxVzf6FYzjwDw9Tfr1l0m98sKjXQ9Dxzx7Cm1wAH10iPpf/h1Rs30gmYjqDaJWG310CAA1k9pDJO+H0DW0UkGSHVXd9TvFMtGHB3dpgvaDkrJRC3lQ5PnFrkuwVSEJTh56TnCCw3BCeL6keAhd5QmeQQjDQBsuk/7qi+gjgwhFIUkSEj/AX9vAv7NEuFUl6nRJdkS0qopimXLBzGXQyiW0wQG0cglhGgSb23gLd2VL6hGhZNKYZ2YAUNMpkiAkqtXx5u8QbFaIGi0SV7oPK7bZa8eNYs5OoeYy/SqQmk1jTI+Reuk53BvzUldz2PWwTMzZSVKvXsY8MyunAYEkjonaXdmmWl0nqtSIu12SKEaoGkraRitJjZE+MoialWaUajaNeXaWwh/9Dq2fvC0rTft86KJ6c9exKen0oYRHsSz00SGpqxJCaqocV4qQDV2SIdsCRdl3f0omJTVQuvzqTqKIuOsS1RpScH2CE5zgQJwQnhOc4EsIJZvGGB9BHxtGTdmyAhLHeDfmcW7MScJTbUhRrh9AHMvpLUNHsS2UTAqtkEctFVAHimjFAv7iEv7i8mOxaSVlS52OqhC7Hv6dJdy5O/i3lwirNeJ2j4AhSYqazxIsrxG12lhnZtBHh+XvdB2tPID94kWClfVDCY/QNLSBIqlXLmOemkYr5PqTX8HqJu78Hfz5RYKNLaJGk9hxJeHRVBTLQi1kCdY2ME5NY52ZQSsX5f6LBZTnzhOsbcq20cbWnn3LCs+9KAwlnULNZQ4+VsvsE54kTkg8n2BlHW1oAK2QR1gmSi6LYlvEnQd0PEKg5rLy+vYIXeRIDVbi+U9owu7pwTCyZHPjGEaGbrdCp70OJKTSQ1hWAVU1iSIPx6nidCuEoYMQKqaVI50eRtdTgCAKXRy3hutU+zYVO9D1FLn8FLqeRgiBH3SoVxeIosPF+apqYttFUulhNN0iCj1qtXmCQ2wzNM3GTg2QzY0TRwHt1hrt9lpvewaGkcWyi+h6CkXVESgkSUwc+wSBi++3cLqVQ33EdrZlWUVMK4emp1AVA4A4DghDB89t4ro1QMjPwSO9L2SwsmXmMc0cupFCUXR2phvjKCAIunie3FcUBRxlFiuEim6kyeXG0fUMYehQq8737quCpllYVhHDzKHpForQ2AmTjuKAwG/junXpxv+IOCE8J/iNxpdribgHNZdF3xGtCvnFlgQh7Xc+wL16c+9iiax2JEEgf7ddxadnX6BpGKPDclqqVn+s0WbFNHqVJp9geY32W+/ifHxtX01Q0g6J2x2ClXXCShWiSE4taTJsU82msc6dov2zd2Bj/4oHyKqHMTlG6uXnUDLp3sYTokaL7sdX6bz1HmGltueLPwlDItcjqjfw7yxjLK2SdB1SX72Mms8hdA21kMN+4QJRpyuFyA9cm6jRImq15cICKCkLJZOR7ao43rNPxTLRR4ZRDB2iiKjVwZtfRJgGWrGAUATaQAElm957DxWBWtit/YmaLdly+5KRHQA7VWJi8g2yuQm2Nq+wuvIOimIwPPIixdJpDCOH5zWoVm6ytXmVVnMJw8xSLJ5hePRl0ulBhFDw3AbVyi02Nz6m3V7fRUhMM8/4xBtkc+MIodBurdBprxM5hxMeXU9RLJ1mbPx1UulBnG4F91qDKFolOqCSZphZBsoXmJn9LkHQZWnxp7Tb66iqTio1SL4wTbF0hlSqjG5kUBSNOA7w/TZOt0KjcZf1tffxvYMJj6ZZ2KkyAwPnyBWmSaUGMQz5ng8CB8ep0GzcpVq5KZ3rH+F9IYSKrqewU2UKxVny+SnS6SE0zUYoqozpCbp0O5s0G0tUq3M4TrUXHXRwlVFRdVL2ABNT3yCXm6Db3abb2SKKfAwjTSYzQrF0llx+AsseQNNM6e0WegRBm1Zzhe2t6yeE5wQneBzsSrv4kkAYOkoqJVsfIH1kXFe2WJyHNBYLQ4L1jZ4fzRPolcYxUaNF8ydv483dOZa2JFjdwFu4izE7hTE2AromW3CplBT4WhZxd//JJX1kCOviOTnqvhMzEoR03vkA55PrhLXGsQhBsLZB+xfvoJWLmGdm++JjY3occ30T55Nrclz8PuIVtTrE7Q4EoTxmRUGxDLRCjqjZ2jNl1q/wGIYkmFsVgvVNjJnJ3h8ItFIRNZMh5IGKkhCohTxKOnVv/40WUWN3wOiXEbqeIpebZGDwIun0MIaRRggF2y4yOPQ8hpFhYa7G8MhLlAcvkU4PoShy+VJSOiNmjij2iZOoVyn6fKGqBoqio2km+cIMI6Mvk89PoWoWiqJJLyoEiqL2/lYjijxU5WD9lqJoDAxeYnjkRTKZ0f7rRM9XyjBUdN0mnR4il5+m1VzB95sP/VCXSpUZKJ9naPgyhpnbsx9QURQNXU+TyY5RHnqOtZV3qVZv4XQPmU68D0KoaKoFQpBKlSkNnGN0/FV0PYWqGgih9q5RgqLo6HqKJI5p9wxjHxXPNOFRFDAshelzJmPTBgMjOqmMgqYLkgR8N6ZRCdlYCVi947Ox7BMe8d08NKHzyjcyDE3oNKsh81ddrn/goCgwOKYzc8FicEwnk1fRdUEUJrTqEZurAcsLHmt3fDz3eG9BIeDCKym++QcHCz8DL+HunMe197us3jleMvP+O4OBYY3RHY+fARU7rWKYAkWBMEzw3ASnHdOsRVQ2AjZXArZWA8Lg+COx2YLK8ITOxGmT0pBGOquiGb3g0G5MoxqyuRqweMOjXgnxj3mt7kd5VGd81mDilEm+pGJaSi9cNGZ7PWDlts+dGy5OJyaOE6IoQVEejvJouiBfUpk+ZzI0bpAfULHTCqoqCEN5neqVkNU7PmuLPpWNJzxB02th9WtUyr2JI2EYD+2n8yjj3wcharTw5hdlK6rTOVYZLQlCwmqdYGUNfagszfWE6E2ipVFSBxAeVUUbHsQ8NYXQ5CRY7PlElRru3B2CjW0pej4GkiAkrDVwrtxAyWb6hEcxTfShMubpadxrc7uvbRQRdx2iRgu1mJfHYBioA0XZOrvvugpNQ03ZaMU8QteI6g2CzW2CjW1ip9eKEQK1JCs8D0IIBa2Qky3M+6511Pzye++kUoOAQFV0atU54jjENHPkC9MYRoZsboLRsa+Sy08SxyHrax+QxBHpzAjZ7Gi/dXWvNfb5QlFk6y1fmGZ07Cuk0kOEkU+rtUawE2DcC1u2rLzM83NqB0Y+KIpOaeA85fIFcrlxNC2F5zX6VZI48nstoxS2PYBl5dE0i8Bvo6rGsY87nR5mYPACQ0MvkEoPEYUu3c4Gnc6WbBcmMULR0HsVGcsqoOsphkdeRAiF7TjEdRsc3d5SUDWDdHoIyy5SLl9E02ycbgXPaxAE8vOgqjq6nsay8jhOBd/vHLrdo/DMEh47rTAwrDF9zuLiV2xmL1iMThmSiJjSddbtygVwad5j/qrLjQ8dVm77NCrhgTKG0qDG69/LcuEVm82VACvVZG3RZ3jS4OIrKZ77aorxUwb5koZhCqIgobYdsXLb49bHDp+802VpzqO2dYwFRsDkKYPv/2kRVQNVFTv+Zn1xZ7cd8e6P22ytBY9MeFIZheFJg3OXLU4/bzNzzqQ8qpPOqZiWQFUFQZDgdmJajYjaVsjaXZ+Fqy5X3+2wctvHcw5/g5u2oDyiM3vR4uwLNqefsxieNMgWVExz51xiKpsBKws+197vMn/VZfWOf7xrBRimYGTS4MIrNhdfSXHmeZvSkIadloTHaces3fWZv+pSHNSYv+KgaYLAS9C04xEeISCdUxmbMTh9yeLiV1JMnjYZGNZI5xQ0XSHwY9qNiO31kNvXXG597HDrE4e1uwGeEz+R7kPierKV0WuxCEUB08Ccneq3iWLX+1xaHVGtgTd3h7h9TAO/HuJ2h3CzKt2f+xCSxJn7f2mrqRTaQBGtXOxXu2LHwV9ZI9zcJuk+XLUrCULcW7cxTk1hnp7uuVUL1GIe8/QM/sJdogfIZNx1Cas1lFymR3h0tHKJcHMb7tu/sK2+Bqf/uq0qUa1O3HXkdJyioA0U+2Puu7BT4Undq/DEOy2tLzksuwhApXKDWnWOIOhipwYxzCzp9DCmmWNo+DJB2KVRX2Rz42PiOKA0cB5VNcjmxkilBkmlBj7nM6FfCUmlhxhIYjKZURynSqu1Qqu1iu+1iOMQRahoutT9kEC3u7WvtkgIFcPMUh68SC4/iapaBEGHeu02tdoC7eYKYeiiKCqGmSOdGWZg4Dzp9DC2XUJVD5/66+0FRdEolE4xMHCBdGaEIOjQqN+l2bhDs7nSi+2JUVQdw8hRKM5QKMySzU2Qy08Shh6+38L3Pz0yq0sISW6LpdOYpiRnteocreYKXWeboEdsNNXEMHOkUmUcp0K3u1dH9zB4ZgnP8ITO134nxz/7PwxgppQHJ0AB0E2VbFFl9qLFa9/NMXfF4S//dZV3f9LGc47+ok5lFIYnDCbPmPzePy/y6m9lMO3dHii6IRhNK4xO67z49TSXvtrlb/6nGm/9bfNYD55ON2ZrLSCVUUhlFExb6XcxnggEjM0a/OP/aoCXv5GmOLj/W8IwBYapkiupjM8aPP9aipVXfQbHdf7qX1fZPMQHSAgoDel8/08LfO13cozNGPtODOdNlfyAyqmLFl//vRzv/qTFj//XBj//66NL9kJAfkDjH/2XJV75VoaRqb0fcsNUyQ/YnH3B5s3fz/Fv/tstsnkVtxtjp453UVVNcOqixff/tMAb389h2ntPRNUUrJRCeVTnwss2X/1OlivvdPizf7nN6qJP6D8+CYlabdmGul9PoKqk33wVJWXTeetdvLsrx65uPElEjRb+neWH9vJJ/ICo3dnjsdA3T3wQioJaLspKzH0firjVwVtYfDTX6Dgm3NyWJMT1+uREyaTRx0ZA3/u+ih2HYLuKPjkmj7dHeMQDf6vms6il/L3XdR3CSpW46xB3OsSOi5JJo5UKqJl9CM+Ohie9W8MTPwMVHtnS8VlZ+iWe1yRJIrqdbfKF6d4TfgE7NUB1+VZPz7Pcf52up8hkRzDNHIZxiAfSU0YuN0nKLtNsLrO89AvqtQWSR/AP0TSLdHqIfGEK08wTBl2ajWVWln9Js3F31992u9vUawt4boORkZcpDz13rH0oiophpBkcvEQuP0kUedSq86wu/4pGY794oDUa9Tt0Brc4e34QVTXJ5caJYo9q9daxwkkV1WBk9BU6nS22tj7l7p1/IIp8Pktl5TNHeDRdMH7K4Dt/XOCN38lipRQ8J2bljs/CVYdGNcJzYxRVkC2onH7OZnzGIFtUmTlv8b1/VsBOK/zw39eP9LbJFlXOv2QzOK4zOKKzthgwd9Whsh7iOjGqJigOqJx7KcX4rIGdVjh10eKN72cJgoR3f9w61CssieHKO13+u//LKqoKiiowLYVMQeWP/3cDnLpkPfb1mj5n8pVvZ3np62myBZVWPWJ9KWD+qkOjEuF2ZdvHSinkSxoDIxpj0wblUZ3aZshHb7XptA5fVM+/ZPPG7+T4+u9mKQ3peE5CdTPg5kcOW6sB3XYMAgoDGpNnTE4/Z5HJqVx4KdWragk++VWH2ubBF2vqnMnr38ty+etpSkMycqPdiLn6boe1RZ92M0bTYGBYttNmL5r89p8UekROOZaIJ1uQ5PiP/ssS51+yUVVoN2JufeywesejWY8I/aRPdk4/bzM4qpEvqVx6NcUf/+8H+PH/2uDKO53HLrzErQ7B8hr+4jLGzIQcpwbUlI39wgX0kUGCjS38xRX8pVWC1Q2ppfmsKz5JQuzIisfDjrcncdzz3LnvhwJppCj2IaRCyGpIJr3L1DB2XVkpeow2XdTqEtUb9wiPZcqRccskemBkPO66RJVaPw5DGDp6ubTHT0fN51CLhXuvcxw5Th7HRM02Ub2JkklLfVYmjZLNSH1QkvS0QWY/uyuJYym6bnWIOl/+MMgwcPDcBlHk94WvSRL3AoE72L0KkONUcZ3qvdeFLoEvReOKIrUlqmoca2ros0aSxLhujZXlt3ti6kfTxxlmlnxhBlU1EULg+S3W197DdQ4OLG02lkilBimUTqNpJkd9wRlGhoGB833C6HstNtY/PLSiEkU+jrNNdfsmxYEzaJqNZRZIpcp02ptHTsIBxHFIvTrP5vpHvem0z/aePVOER7YbFF7/XpaX3kwzNK7Tqke8/7M21z9wWJpzaTcjAl9qNlIZhYWrLpdeTfHC62kGx3TOv2jTaUXc+MBhc/XwVo2VUhgc0ymUNa693+XTd50eUQjxvARVFWTzCksLPpe/lualN9OkcyrnX07Racbc/MihUQ2JDvlerm2Fu1o6uiHIFlW+80/yB7/oITBxyuTcCxalYQ3fS7j1scMv/77F0pxHuxHheQlxlGDaCpmcrMCUR3WGxnQ2VwJuX/cOrIYJRZKY576a4tXvZBiZNGg1Iuavunz4izZ3bsjWntuVjtGZvMrolMHdWxavfCvL0JjOucs2SQKNSojTjnG7e/dl2rLq8vr3sgyPy0Vmad7n3R+3uPmxw+ZKgNOJUVXIlzTGTxmsL8l7XixrKOrRHnWKAmMzBt/6R3kufiWFlRIs3/Z5/6dtFj512Vzx6bRjoiDBsBQKZY1bnzh85VsZTl2yGBjReekbadbu+qwv+WytPp5JXBKGhJUanXc/Ioki6WOTz4Imje3UXBZtZBB9eBBjapxgc5uoWies1ohqjV477MmbOSVhSOx5UpPysNNeSSJJz4NfekLs/30tpNGfsHc7KSd+QFh/PF+a2HGImh300UTmlO14GNkWQtNIfH/X34aVewRP0XXUcnEfwpNFKxV6o8KywhPVG1Lk3ZTi4x1XaiWTRivm8bsORBHC0KV42zQRqkoSBLK603WeCYflMPLxg84DlYGEMOgShZ6c/EsiAr8tWys9xFFA2FtYhRAIofamn8JHmlB6kgiCDp3OBq3WCoF/cFTIUTD0NJnsKKqqE0UBvtei2VzadR0ehO+3cJwKrlsjlRpEPch9vQdNT5EvzqDpKaLIx3XrdDobBMFhZDoh8Du022vkClMYRka26OyBHnk9nPAkSYzjVGm31+h2tx6ZED4MninCY1iCoTGdN383x9RZk24n5tYnDn/9P9W4+VF3X2Jx7X2H1UUfAXz993MUyhqzFyxe+FqKX/0wwnMO/jLRdYUkluLUt/62xds/aNJt7b1p81ddqhsBQ+OyujA8YXD+5RSj0wa+G9NuPoTOIU4IPFl1eRIoj2gMTcgvZqcTc+XXXf7m39SIj1gr0ln5Aersc7470DTB7AWTi6+kmD4nF6W7tzx+/tcN/v7P6/vej1ufOFz5dRdFEbz67QxjsyZf/a0s197vUlkPWF7Yq1MqDeqcumhx7rKNUGBrNeTKrzr8L/+fbdxOvKurszTvM3fV4foHDsWyRq6oYqX2aZc8gFRGVue+9Yc5rLTC2qLPBz9r82f/cptOK9q3Gvj+T6HTjFFVwcvf1BkeNzh32ebuLY/tteDxqzxdh867H7GT+m3MTqFYphT8aipaPoeWz2GePUUShgQr63i37+ItLMqQzI5D4nq7Fu/HRewH94wOP3MIhGXuaR0lQUjc6ZAc9SY+BInnk9w/7daL5VBseX13E55eRSuUi6w0ECwijN26IzWfRS3me8cYEHcc6eETJ0TNNmH9XutWyaQkaVrbIInkuL82ULxnOBiEhFtVqdN6BhBHwR4PHaBf8UmSmCgKiKJg1+hzksS77rMQAqEc/Xl+GvC8Ju3WGvFjVps03SJlD6AoGmHg4nlNfK996Ag4QBB0cbrb2HYJOFzHo2kWmewYmmYShg5h5GEauZ73zsEwjSz3P40oitb3UDoKSRLRbq3huvWnQnbgGSM85VGd519PUyhr6LpgcSXgL/6/FVZue4dWURZvevz8b5q88q0M6axKvqTy0psZPn23S2X98KenTjPm1z9qc/emnPrZD76XcPeWx0//qsEf/YsSlm2QySu8+EaaRiWk3XxyC87jII571iHHeO91DzjX+6Gbghe/nmbitHzzRxH86oct3vtZ58D7EUfQqIb83b+rUxjQGJsxQcDzr6XZWN6H8Ag4/bzF+Cmz3/W48WGXD37RoduO9z0Xz0nYWA746K0O2YLKhZdTe//oAcxcsDj9vIWdVhAKXHuvyz/8VQOnsz/Z2cGHv2gzPKHz8jdly2l81uDM8xbv/Kj1+NXbBAhCuh9cxV9awzw1TeqlSxiT47vznISMNNDHR9CGBki9eImo0cK9MYd7bQ537g5E4ZOpJkfRU9MNCQFC7yXB3484lu2sx2CUSRTtqRAJAcIw90RCJJ4vHaQ9T36ANA01l5EZXpoqW12qiprL9qM24mZL6pV6xDButIjuIzxqOo02UOqlsIcI0+zpgu4jPJsVEncvSfgyIkmiPcQgkb/oVWqSHvnZ/WGTv9l9n8UXxGQiDBw8r/HYi7miGBhmFiEUwtDB948nUo8iv0eMjt6/NDMs9DRRGQYGzpHPTR5ZJROKgqJoaJps/QoEimr0RsoPR5LEeF6DMHx6LdlnivAUyxpnnrewUgpBkFDfDlm45tI9QmPSbUdsrwW0mxG5kkYqK8eNrWMIWV1HVpFq2+GBC1+SQHUr5Nr7Dt/7Z7Jkb6UUZi5YvPfTz3fCol6JqG6GzF6QVYwLL9l8/fdyXHuvS7MWEQb7v+GP+gwJAaatMH3OojSo4bkJWys+K7d96tuHk8jQT1i767Nyx6O6FVAa0pg6YzI6qSPE7nVMAKNTBgPDmvyvBFZu+yzecA+9H74Xs3Dd5dxLNhdePvxcQLazxntia89J+lYGhxFpgEY1oroV4nQiTEuhNKgxMiG386QK7onryYkk1yOsVNFHhtDHhtFHh9AHyyjZNEJRZIvF0ElsS2pFLFMmmp+dxb12i2B9U/rMPM6xxI9mdvaoOLAV2WsbPTIS9jkPAYrYu89epEdYa6AW8qiZNImiombS0jG56/bExqleSnxCWK3vco+OWj0/nTgGIaQTdrnYz8vaqfDQI3dJGBJuVYiPMND7siAhIWG/D+x9BCjZp925Hx43U+4JIY5DSdIe640o+tokEMRxSHxMYW8SRz2SeLQDsqLo/WqOoigoioqmPYJGVMjjPdY9SCSJPY7A+UnhmSI8uaLK1BkT3RQksRxNv/ByShqqHYHSkI6my9XUMAUDQxqGpexZYB9E4MWs3vHpHNGWcjox60s+7aYkEYapMDolhcyfJ1bv+Ny57nHplRSmrXD2BRuhCIplldU7PpXNkGYtot2Q2qfjfnY1Q5DNq5SGNeyMQqsesbwgR/6PmlJKdiwD1kK210NKQxrFQY3SkI6dVnC691VuhGzL5UsaSZIQeAmVjYDKxuEamSSGjaXgSPK1g6FxncHxHQv3hPKIzvNfPboyBDBxyuh3eFJZOemmqII4enLEIPEDwu0q4XYVf3EFfaiMMTWGPjGKNjiAmsugZjII20IxdIRpYIwNow2WMKYnUDNpnCvX8W7ffTzSk/BUtaLJTlnyfuy0NR5n4VNEP77hvr1Jg8d9vhCSMJI5XSNDcsJKgJLNoKRSJF6ANlCUGViKIIkTwkpt1zh53HWJmm1i15Np6imZ8SU0VRpjmgZaqXBfhScg2Ko8My0tjohA2KnyPF0h8uMRJxkbET3WIQuh9P/pb/OIVtau/ScRx4l8UBS1L/yXzsYdPPfhq1OyjVbtkbIjjg9Jyp7mA9IzRXhSGZWhCQNNl94xz7+W5vnX9hnvPAY0U0E35IRQFB5Q5UikXrC+HeK5h78xkhgCV5r2ud2k7xNkWp8v4bl9zSVXUHn5zTSj07JSMjCS4bXvZLhz0+X6+w4f/bLDjQ8c6tvhsU0GLVuhPKJjmAqKIvC9hPUlf1/R8UFo1kNqmwFgoemCTF6lNKSxvhQQ3kdi8yWNTF4hjqDViOi24yMNJJNEts7201zth2JZozCgIRRBKqPye/+8yO/98+Kxz+V+6IZANwRxmHwmUpe43cFry9FsoWtogwOYZ09hXTqHOTWGKOb7ZEDRdZRinuxvvSHjDMII7+b8k3Fc/oyRJBD7/l5xsqLI8fHHIDxCVXePwvdaK4kX9KexdiGKCCs1KSLuQc1lUFI2cauNVi7KUNDetsJKfbd/ThyTOC5hpYY2OICSstEKOalPUkTPzLAgBdO9GJFwu/poo/dfWHyB4jHEPa+zx8ITWswfmRQ8BGHZ2YeM87jF+tr7++qqjtpfFPmE4fHel4+e9fVoeGYIjxCyqmA9QZ8aVZUuw4fx6SRKCPzkSJEvyI+z140JgxhFkZ466ud8B6IwYe6Kw3//f9/g1W9neOH1FDMXLOkfNGmQK2hcfCVFrRJy95Y0T7z66y6NSojvHfxG1XSBlb53L+IooduODySP+8H3Etz7JsA0XWCndt9fAeiWQNMV4liaIx7UhtuzfTchPMbxiJ5jt2E+oVK5kIT8aUgNkrC3EDuf4s3fQSuXMKbGsZ87jzZURr3P08U8NU3segTLazLH6akIjx8HCUnX3SO6FrqOlpcj3ckjTjAplnUvl2sHcULsOPuOuyc9wpM49xYIJZuWY+2qilYqolg7hIdehWe3f07segQb21LnY/bS0weKJDtVn56TM6FMWI+brWPFdpzg4SFQjq1F+SyRJBFxrwqyI8g+Ski8AyEUFHUn8POwfYQ9/VTvdchzlhNxD6uvSXoZXl/M745nhvAgQFEEas8x1+nEbK8FLHzqPNJzQxxBZSM48js/geNPTCX3hMEI6avzefebkwSatYhr73fxnJi1RZ+ZCyajUwbDEwbFQem9MxEYjE0bTMwaTJ+zuPWxw+1rLmt39y9dCgVU7d7pJYkkVw9D5pNoN5EUCijaXqLQJ6Zhbx/H/KxFkRy5P+qYBPJeKaogjhM6zZjlBY+N5UcTm9+95Umi9TQebBKZyB15PlGtQVipEW5Xiap17BcuYsxOoBXk5JCaz2JMjKKPDknS85AuxU8dcUJUb+wJ2VRMA7VURGxukzxiAURJ26i57K5srrjd6SWt70Oi9qvwZDIoKQuhqjIuwrZIoojYdYmazXtxEjun43oEG1uYs5O9JzgNrVwiarblSLxlgaIQdztEjRax/xR8lZ4JSO3Pztj6cZ40hKLKhPUvwMRXHIeEoYOmWaiqga5ZHOccFFVD06wjK1VJEss08qCDptmomoGup4nj+Mjk9i8bnh3Ck9AvOwsB3VbErU8c/sP/sP0wVb17m0tgYyUgOkRnIURvEVbFkVof+QI5dKHITDRJlL4AX1hJIoXCNz+SPkK5osb5l2Q8w6mLFqPTUmtUKGsMjeu89I0MH/6iwy/+pkmrEdJtx3sqXEksSePO2QkhXYofht8pitiVcZX0r9ne40+gT3qPuw8B92QBR71mp6URy1bYuz9u8asfPprDrdON8d34cymgJI5LsLxGsLxGEgQIXe0THtEL69QnRomq9S8+4UkSwm2phUl6Yl8hBMK20EcH8ebvPNJmhaHLLK1cpv+z2JXtptjz9/UXSqKYsFIn7rr9Y9mp8AhNlfobyyQJQqJGk7iz1z8ncV3C9c1+xUrsEJ6aNEAUvemwuNMlrNa/BBW4zx8JSU9Hk/QrHseZ4lJVA9suHrua8lkiijw8r4Gq6miahW5mUBSVKDpcxK2qJqaZO1aVKoo8nG6ll4puYdkFNN0iDLtf2GrNo+CZITxJAkGQ4DmxjF9QBWGQsDzvP/L3QnSMp3BFkW00VeNI3YgATEuGl8axbG99Ds7/hyIK5YL+wc/bXP11l2xRZWTS4MU30lx+I83sBQtNg+dfS6HrAt+Nef9nbZrV3ScShgnddtQnQqoqjR5V/fiMRzcFZure34d+gtPZrXtJkBNXoR+j6QqmLY7dJtR1IYXqRxxSHMv2WuDLzC1NE7QaEUvzj1bhSZLjtUA/a7hzt1EHitjPX+j/TGgqWi67x9vmC4kkkUaK9SZJEPaN/tRcBvPUDN13PyGi8XDbVFW0oTJaKb8rvytudwnWNmUq+n6IY+J2m6jTlUTSMFBTKRTbRuiazMCyTKJWh2Btc1/vo52WVtyL5BC6hlYuElVqqPcnpHe6RNXawxs7/gZC+vd4JEncH5+WJEZw0Je7EAJdt8lkRnsuxZ8vwtDF6W5jWQU0zcI08xhmDs9tHFqB0fUUqdS9VPlD9xG4NJvLmFYeU8tjGlmy2TGiXj7Ws4LPt0H5hOF0YirrUlibyihkCyqqLqdhwuDh/zlO8UXVBIWyinGE+FgoYJjymExbIQwSqpsh/hFi588DcSRHr1v1iI0ln1sfO/zDXzb4i39V4W//bY1WI0LXBROnDF77XpZMfm/Z1+vGVDZCPCcmjhJ0UzA0bmDZx3/LZQsqxbL8sEY9AlXfDvdMN7XqUqisKPI1dlo9kvQIAZmCipWWk3hHVYUaVTmtpihyGjCVVREKj/S+OmqU/Wkhcbz9Ra/9iZgvPpIgJNjcxl9c7vv/KJaJPjKIPjm624/oGBC6hn3pHPrIkBzl75Vuw2od9+aCrPAchDiRba+eGFlJ29JsMJ9DMQ1QFBLXk4Rnn+0kfkBUq0tdUhjKVlixINth9xGeuC0rPM/Sk/dnhTgOcZ1aL2pCoKoGufwklnWwU306PUI+P4NupD93DQ/ImIdGY4ko8hFCwTSyDA29gHnIOaRSZTKZkb5/z5H78NtUt2/gey0g6Seg53ITxzIRBJno/kij7E8Rz0yFB6Bdl6nkpSENOyMXy8nTJssL3rGncR4WhiEYnTZkJtQh+7BshfKoRianoOuCVjdifck/0Kzwi4IolISiVY9Yv+tT2w45e9li4pRJtqhy5nlr3+DNwE9oVkNqmyHOVIxhKYzNynR0TTvcDV8IWd0ZGNYpj8in9lY9ol4J6bai3RW7BKq90fnioI6VUimUNXJF7dCUdSGgPCqdlo+D7bWQylpAeUTHTqsMjuoMT+is3PYfqWX6uFBSNkrKlhWFR3Q2VrKZPcLcJIqI293HimV4qkgSwo0tvJsL6OMjKIqC6Bn/2ZfOSnHvzdvSFPAIKCkbfWIE68IZtHKp//Oo3SFY3yRYWj1SJBy1pWOyWi5JoXEhhzYoDQOFEMSeJDz7Eqc4luPprVZ/PF0r5gmLeZT7XJvjTpeoWj+p8BwDUejRbq9RGjgHyFZVaeAccRwiGncJQ4c4iREIVFVHN6TpXqE425dHfN7wgw6t5jKuW0fXbHQjTXnwIn7QQQiVwG/L8xECRdHR9RSlgTNkcxPSE+cYLbwwdGi2Vmg2V9CNDJaVJ1+YwffbCEWl290iDD2SXmSHFFBrqIqGopromi2doCOXZmPpSBfozwvPFOGpbYfMXXU596KNnVHID2i89t0M3VaE0/aPL5c5uNq5B6atcOY5m8UbHlurBy+whQGV8y/apDIqCHCdhLtznx0ROzZ6HZ3jXJtuO2Zjyef2NY/CgNTzZHJqXyh+P6S5X8LiTZeRKRmpMXXGZHhcJ51TaVQP/kAoKgwMaYxMGQz0CM/qos/myv4i8o2lgOpWyPQ5eT4jUzoTp4xDCY+iCiZPmwwMH691s7rosbroc/5lGwRMnDa59JUUm8vBodNq96NvNvgE1il9dAhjdhpv/g7htkzc7ldmenq2Aw+i9495egpzdqr/q6RnoBdsf7n8XYKNLZzrc6S+8gKKroMuBb+pVy4T+yFRrUm4sSlJ3H7XRQhQFfSJETJff1WGsWbS/TFdf3kN/+4KUetok9C41SFqNGVlSAi0Qg59fOTeOLnrEazv39ICeQ/Cap243UFL9SpEhRxCiP7xxJ0uYa3xhdD/fdERhi71+iLDI03ScYiqGgwOXULXbUwrT6u5TBR6KIqGaRcpFk+RL8xgGhl8r4VhZo/MofqsEYUunfYGzcbdXptqkGxugnGhkkqVqVXnCYIOilAxrTy53CQDg+fR9TS+38EwMj2x9sFIkpgw6LK1+QmqajA88iKaZjMy+gr5wgy16hyd9ia+3yZJwn5KvWnmsewBsjnZ/qrVFmi3Vom+aFqNHp4pwrO1FvDxWx2+9ttZ0jmV4pDGt/8oT3UzJAgSNpaOVpznB1QMU9BuxHjuXjHug0hnFV75VoaFT102ln1a9b0rsmEKJs+afOMP82SLKiTQrod88naHeuXz628IAQMjGooi2Fw5+tooqjTOG5kysNMqgS/bXgeNmgdewvs/7zA6YzJxykRR4LXfztLtxPz0rxr7tnYURfrq/PafFDnz/L3y6NVfd1n4dK8nRJLA/KcO5160eflN+bMLL6eoboTMXXH3vYeaLiiUNS5/Pc3U2eOVa29/6jFxyuG172Wx0wqzF0x8N8fGcsDCpy6t+uFvFFWF0ohO6Md0WzGe+3iLlTZUJvP1r5D+6otE9QbBZoVwY4uwVpei2HZXVhGCEEh6OVAWSi6LPljCmJnEPDOLPjrU32biuNK4cHmN2PmCC5bvg4xZ2Kb547fIfP1VzOkJQIqPU5cvog0U8G4s4C+tEm5XeuPqkYyASKfQyiXM09OYp6Yxpsbu+eX0ql3OB1dxby4c61iiVpuodk83pBbyGCAdkqOYuOsQbtcOTnLf8ehpddCGBxGGgV4euPdr1yPqdOX9OSE8RyJJIsLAYWvzKoqi9io9gkx2DMsqEA6/QNKr8CiKjqZbRJFPtTpPZfs6k1Nvks4Mf96nQRR5rK+9DwjUYQPTzGOnBtCNFKXSGeIk6p2DhqqZRFFAZfsG7fY6k1PfwDSP19ptt1bZECpR5DM0/LxMQLcKlAefo1g6Kys3SSJF+UJFKCqqoqNqJk63+oV/Tz5ThMfpxKzc9nnnRy2EKpg5azI8afDm7+UoDWksXPOobQa43Zgw7OlqDIGVUkjnFPIljcExmbD+1t82CYPkUDfcKEpAQGlIVpJMW7BwzaNZlR41iiIJwtRZk5feTDNz3sK0FCobIfNXXZbmPbrth6vwKKpAN5Rd00uKKrVEispDiWEVFS5/Lc30OYv1JZ/aVkizGtFpRbhdqb0RQqAZUnA8OKZz9gWbsWkDKyVo1iLmrjgHtuXCUFZ4rr3fZWzaYPqcyalLNr6XoBuClds+jWqI30ukT+UUBkd1Tl2yePW3MgyO6XRbEcsLHtc/6LJ+AGGVqe0uS3Muo9MGg6M6l99I06hG3LnuUtkM8BxZnk7nVIbHdU4/Z3Hqgo1lK/hejG4cXvZt1iSB+tUPW7zyzQy5osrp5yy+/6cFbn7ksnrbo14J8V1pJK+o8r1lZ9S+FmlwXOf6+12uvtvFcx/vCUixetlKhkEyXEYfGyGqN4habeKuI8eng/BerpUQCNNASclxa3243BfSJkkCYYS/tIpz9YY0xPuytLRAWtS3u7hXb/ZcjoVMHRcCtZjHsi3UTAZjepyo2ZLapTgCRSagq/ks+sgQ2n1amdj3CbeqOJ9cx527vSvn6jDErc6uv1UyaXRDR2gqcbsr9+95By8MO0LsVrtfJVILub4TcdRsSSfsL4Ex5BcFSRLRaCwihKz4pFKDGGYWw8xiKUXpSBwFBKFDt7tNq7FMs7lEu7XGyOjLn3vqujyHmG5nm+2ta8SRTy4/hWUV0Y00hiHJTBwHBH4Hp1uh0VikUb9LFLpE468d+xzC0KXdWiWOQ4KgQzo9jG0XMcwMpplFUfR+tTGOA6LIJwi6tDsbtJurNBqLciruC4pnivAksXTa/dlfN7HTKpmcQmlQ58U35KK+NO9x95ZLoxoReAmKKuMnckWVgRGd8RmDQlnj5scOH/y8feRTuxTSxrRqERdeTjE2Y/Lpe13W7vp0WzGqJigNabzweprpcybprILrxMxddfjwFx3qlYOzqhQVioMadkpBKNJnRlEFhiXI5VVSGVlmVRRBtqAyPmvQrtsEgYxdSGJJyHwvoVUPcbsP7EeGP/PC62l+6x/nadYj7t7yWL/rs70e0KrLKAlFASulUBzUmLlgceqCRXFQw/MSVhY83v9ph05z/+uUxFDfjrj6axnSmc6p5AdUXvp6molTBlfe6bK+KOM2AAaGdWYvWlx42SZX1Aj8mMVbHj//Tw1uX3NpN/bfT7cVs/Cpy3s/bfONP8hTGNA4fcmiPKLz4S/aLM17tOoxigrlEZ2Z8yYXXrZpVCIqmyGZvEqhdHjJN4pgac7j7/+8Tr6kcuZ5m3xJVhDPvpBiac5lecGXGqNEToDZaYXikGz9jU4Z5IoaJDB3xeVwO8ujkcSxFLYael/Pow+XH347UUTi+YTVGs6VGzgfXztcYPVFRS9bqvvhVZIkkUQmm5Ekz7YwZyelv81hSBJ5XT2fcLuKe2Oe1k/fJm60jq2RitrSIyeJIllVMw3oTXtFzZas/hy2+CSJtARod/p/t1NxSsJI/q7TOdaxfNERRQGOU0VRdJkA7nd2L8xJQhi6uE6Vjp4iCDp7HHx3Kjid9jqKouG69X0XXNepsh04dDvbFEtnSGWGMM0cmmoQx5Hcj1un2VymUb+D61QRQqHT2UTVTDy3SRR6+xMHIRCmhlZOIwZNPKtLWG/jujWiY+ZeHQdJEtFs3cVXOkSDCrksGLGPaEUyriRwcJwqzcYS9dptPK+JaeVot9eJQg/PraBpEamSwLRUDOPeRKtcL8D3ExzHwe0usnx3jWx2gmx+nHR6CN3IYOgWhqFipxN03UOILlHUoOtsIsQaQtkmlRZ02gqdTrK7kp3ERLFPPl9nZGyLIPBYXXFAHP5daKcEo2NyEKXVTNjajB558OOZIjxAbxTd4+//vEajEvJH/2KAbEEhX1JJ52zOPG9JQtDzXhG9hV9R5bixouz4vRxvXxtLPn/7ZzW+8ft5Lr5iMzyZl8HTvR0oqowS0HRBGMLCNZdf/qDFOz9qHUh2VE3GZPzRvxjgua+mMC2BaSsYvbgLochWGoBpCS5+JcWpSzaBH0uS4yR4bkynGbE45/GTv2hw7b29LYodV2/dFBQHNXIFlYuv2EQRJPG9KbUdwqX1xriFAos3XN75UZu3f9A8Mi5i4VMPp9MgDuHN388yfspkbNpkcFQnCu8ZN6qq3L5mSC+d+asuv/ibJj/88/qR+7hzwyXwYopljedeS1Me0SgNaXzjD/JEYUIcJ717LUVLXjfm7/6XOumsyivfzpDdZ9LsQbSbETc/dPjz//c23/2nBb72OzkyOYXhSZ3yiMblryV9Hamg59GkiHsVOEXqTJ+EfUriekSNlkzkfgxr8bjr4N9dof3zX+PdvktU/3JrQ4K1TemZs7FF5s2vYkyNo2YzR7+whyQI8Rbu0n33I5xPbxI9BNkBSDyPqN0hdrx7aek9RI0WYfWIMfleSytu7kNqevqe6DEDXr8o6LQ3WJj7gTT3S2IZjHnfmHWSRNTrd2g2V1AUVeqbHog6CAOXWnWOVnMZGa4Z9EjR3vdwGLq0Wqt0Opu9gEulL+dNkqSfPSWFudIteGHub1EUTWpcQndfMa4wNKzpYXK/+yLa5AirizfY/qtf4S5vEEXBE52mU2wd/XyZ9H9zGQyD7beus/k//5TY8eXDS/86yla25za4ee0/IISCYcbkCz7f+C2Tyy+nmD6lkSsoCJHgedBsxNy9HXLtk4CPP/CZv+nRaNyh2VxCKCoCacEyPKLyyusGl17QmTmlMjgsMIyYIIhpNnKsrYS885bH++/43Pj03v2M4wDH2eBr3/oZv/X9NIGXsLy0ycb6Ie1zAWcvaPyf/28F8gWFf/h7l//+v2vRqD2apcszR3hAThat3w345d+32FoNOP28zeRpg6EJg3xJxUopaD2hrSQGMuNqez1gbdHnxocOta1QhmUeAlUTRBHc+NChWY24cyPFucs2Q+O6nEbSFaJQpravLwXcue5y5Z3uoW0gkD4Qmi4YmdKZPmeiajKKQNXY1coCSUYMU2CYkCSKJGuRrD45Hdm6S+f2WcwTyejf+VEL348ZnzEpDWm9sW4F3VJRpdyIMEj6ztVbq4GMmPjEYeFTF6cTH7k+hkHC5orPz/66wfqyz9kXLGYuWAyN6WTyckyfBBwnoboasLHks3DNY+6KdHPuHEPYLbO6Av76/1fj9nUpXJ86a8n7bSsgBG43Zv2uz52bHtfe73L1nS7T501mLprMXjhay5PE4Dkxt697/ODPasxfdTn9vCXT2kd0cgUV05LRF3EkSWezGlHbDtlaDVi54/PhL9q06o9fQfHmF2n81d+jDQ+ilYtohTxKLoOashGWidB1hKrcI0NRRLITSdCRrZVws0KwsUWwtkGwuknU6Xz5J3+iiKjewpu7Q9xx0MdHMMZGZIBqISsTyw0doahygfB9YsclrNYJt6qEG5v4KxsE65sy+uFh2WkiSU+4XUEfLiO0e9EdssJTP3oTvk/U6RC1OiiZVN8pN0liwtpeZ+kvK5IkIgwP14rdW7wP3ApxHOL7RwvKISFJIqIoOvZiedTxASimjjU9hDFWRBvPkRgJkeY/fA7VcSAEwlAROQN0jUiP8IM2se8d8NlNZGsqI7j4nM4//ecZJmc0bFsQBAn1aoymyQfn4RGVoSGVdEah04lZvB3i+yEQ9gvSk9Mar71p8r3f1xgoB6hqiOskNOuJDIzOCcqDBiNjKuOTGpreZeFWiNOVxq1RGLKy1KK6HTE9q/Hci4LNDcHCrf1Pd6CsMHtGZ3pWo16NaTViuu1HzyB8JgkPSD3P0pzHym2Pu/Mek6dNRiZly8pOK2i94RyvG9NpxdSrEVsrPiu3fTZWDh8x38HOU3ttK2RjOWBjOWD1ts/IpM7oxTylU2m0lMHitSq3ftnl5nst7t7yjqxWJLE0uZu/6j5WNTQIErZWAhoHCKOTGK6916W6GcqJpRFZ5bEzUritqqJPeLot6YGzsSyJ2+Zq8FD6I89JWLzpUdkMWZrzOPWcx8iEQTavynT7RCak17ZC1u76zF9x2V4Pjj+2n8h7fvXdLtWtgJXbPjMX5DSZnVJAgNOJesfvcfNjB6cdIRT46K0Ongvt1BD1oWFSrzbwbq8QN9p7xrOTRI7IX//AYXnBZ/GWx/isQXlUp1DSMKyelioE14lpNSKqmyGbyz5L81In5TmPTyrC7SphrYGaz0nCUyyg5rOyvWVb0oRPVRE9gpxEsYxHcBziXtsl2Ngi3K4RH2P6aN9LHgR4C4vEjouSkm2XuNMlWF1/tO35AWGlRvejT+8Jh+MYf2n14Rb5MCSqN4nqTYK1DfyhFfThQdRiHiWdkiPeqiJFyZ5P0nUIqjXCjW1p/NfuPFYZLmq26H5wRYaAWveItHtzgbBSO3oDcUywsk7n3Y+kJmnnHoYh/u2lR75fJ/gMoXz+MUGHYWRU5eWvmvz279usrYTM3QyZuxHQbiWoKqQzgkJRZWhEobod4bkHDDT2qtZRkHB7LmR7M6Jaiel2EkxLMDSi8twLOpMzGoYpaNQjtjYinJ6kIkng+tWAM+cCzp7XefErBreuByzc2n+NGptQOXtBx7YFHy6E3J4PcR9j4OOZJTxAL78J5q+4zF958mxbUWDHxNJpSx3JziTR7O+kuPgngwy9UOaTD1zmfrRO487xJl+iCNqNiH/3L7ef+DE/iEY1olF1uPnR05nKadcjbnzocOPDz25/a4sBa4sBb//gaIfQxZsei7d8/tO/bVH+r79G5s2XGDztsf0//AXu1Tmi/VoLyPWwWYv4+O0OH7/9OWkqooioWiOq1vg8hsgT16P1w58/se3FnS7ezQW8Y05EHQc7xOdJbvMohFtVmv/5x4+1Dff6HO71uSd0RCf4LJH4Ad7iJv5mHaEpdK8tEXU+g+rOY2DmtMalyzqmBb/8ucd//o8OH7671xphYkoaqraayb6TpMt3Q374Nw535gNuz4Wsr+2ulpXKCt/9vsX/5r9IMzWr8c3vWPz4By6b6/ceIG5dD7h1PUAAz1/W+dXPpT5nP13O1LTGhUsaCEmUFuYerzr+TBOepwHBUwm9PsEJTnCCE3wBEfsh7uImW//mHxCmTtz1CKpfsDiG+xaqKEoODLze3IgQyIfu/Yqcvg+VrYhOO8Z1kz2twVYj5qc/cnnjWxZnL+gMjajoD8QJtVsJy0sRN64FzJzSmJ7VmD2tMX8r3GXiapgwOaMxe1qn20mYuxmwsnRCeD43nBCdE5zg84UwdLRyASWTIljeIHYfzXX6BCd4ZMQJcdfD635xzTq3N2PWViKSBC69YNBqJpim4O6diHrtni+Yf8QpJLEkPf4B+tYggK2NmGZDioptW6A+ICGNIlhbiXjvHY/RCZXpWY2LzxvcmQ8Jex9dTYfJKY3xSenMf+NawPpqRKf9mP5lj/XqE5zgBCf4vCAESi6NdXEWfWSAVqtLEtZJ/BPCc4JnGI8wRbmyFHL144C7tyNmz2jk8gpj4yrvv+uzuBCytRHRaiZ02jFHpKdIqxJbkEoLLFvI8XZV/lwIOWGbzgg5GatI3U8vkq6Prc2Id3/l883vWIxPajz/os4P/0YQRXI62NAFF1/QGR3XaLcTfv22R2UreuwB0hPCc4ITnODLCUVgjA9hXZpFHy7Teecqot4i4WjX8BOc4EuJR1zwq9sxv37LIwwS/smfpLjwnM73/8jmO79rs74ace1KwFs/c3n/lz5bm9GhRVLLFpy/pPPCSwZnzuuMjqtkcwLblhPDmg65nIJpCYLG/gfcqMXcuOqzvhry/IsGZy/oFEsKYRjhezKd4PLLBqPjKo16zC9/5lGtPP6DzAnhOcEJTvDlhBDoo2W0gYIM51SUkz7zMwBjtIg5OYg5UUbLp1FsE6Eq0lbB9Yk6LmG9g79WxV+rEtTaBzpPC0NDK2QwJ8sYw0X0gSxq2kLoss+SBBFhq0uw2cBb3sa9vU7sHk6Y9eECua+ewxgfQLV321nEfkBYa1P74YcEm0d4Lj14rJqKNTuMNTOMMVpCzdrSiLLrE1aadOdWieqdR3LZjmOoVSLe+5VHdSvi1DmdM+c1zl0wGBxW+OobBtOnNF57I+Dtn3n86ucerWa8h/hcuqzz5rctXvyKQbGkEEcJtWpMZTvB9xOiUGqEXvmqyfTswfQijqHbSfjofZ/ykEppQOErXzP51c89qtsRhZLCmfM6miZYuRuxuBD2J70eByeE53NGfjpHZjSDkTVwqy7NpSadTTmCa2QNsuNZsmMZ6ncauDUXoQiy4xnMrIlqqTKBOYjwmj7d7S6t1TZJnBz4JKAaKlbJIj2UwsyZqIZU5cdhjN8K6Gx16W51Cd1wzzYKs3nyM3lCN6R6q4azfW/Syi5ZZMazZEbShE5Ia7VNfaHe/71ma+QmsqSH0/gtn8rN6r77OMEJjguhqugj0l8n8U6qOl92CEvHmiiTem6a1LlxzIkyai6FMGTSPIk0hoy6HmG9jbdSofXODaKWQ7wPCRCmjjFaJPvqOaypQYyRInopi5Iy742QJxC1HYKtOu6dTdRcCmdulbBysOhYMQ2MkSL26VG0fBqhqyimjmIZxH6Iv1Kh+c7NhyI8WiGNNTNM+qVT2GfGJOFJmz3vLJ+w3sEYG8C5tYKSMh762oLU3mxtxGxt+MzdCrnxqcatiyGnz2rMntGZmlUZHbewbUG3E/Pu235/BFwIKA0ovPyqwff/0GZ0XOXmtYBrV3wWb4c06tKrzfMTQh8Gh1Qmpg43c/W9hA/f8zl/yeDFVwy+9qbJ3I2AIEiYOaUxNKLSbMTM3Qxo1B/NaPBBnBCezwlCEei2xsx3ppn5zhS5yRxr761z4y9u0t3uksSQHc1w9g9Pc+YPTnH1f77G5tVtNFPl1O/OUpwtYA9YqIaK3/ap3qqx+s4a8z9YwGv4xME+XwCqIDWYYuSVYSbfnKB4poCVNxGKIHRD6nearL6zyvLbKzTvNgm9aBchmXxzguf/t8/hVB3e/X+9z/L2Sv93pbNFzvzhGWa/N017vcPcX8/z4X2Exy5ZnPrdWWa+M03leoV3/tv3iIOYOHxCeote4rVQVVBEP4doJz082bGVjmKSKD6GsFUG5KGpe7eZJJJUxtLM71hmfYoijQBV2dCW/jgPHF8Uy0iC4zzBaWq/qpH4wb0wyp1roCq942X39sMDxi/oHY5y/zVUQNn5Re84d847ih/+SfO+ayB2DBHva+4nPYvz/rYfbNgrCkLrHZuqoKRtWeHJZwi26wjbREnbe/1QkoQkjEjC8Oh71d+HjHTZ9R6K43v36Bj3XPQytJKeGSGxfE8JTd4fFOXeod6//YNS3Z9lCNCLWYrf/wqZl2bRB3LEfkDc9YnqHZIwRrENFEtHK6TRB7JYsyME2006n95lP18GNWOROjfB4J98A6GIXhxLTOwGxI4PSYKasVCzNvpAFvvsONapEbb/4m1atZsH3uOo3aX76V3CloNWSKNlbfThAsZISd7bh4WqYs0MU/7jN7DPjSNMncQLiNouseNLc9mhAtbkIMZokbDRuff5eURUt2Oq2z4f/NonkxVcumzwj//E5mvfsHjlNYMgSLj6cXCP8Chw+pzO5ZcNZk5rrK+G/Pm/6fDjv3XpdnZfJ6HAH/1JfO+zcwCCAK5+FHD3myFffcPkK6+b/M1fOiQxvPiKQSotuH7V5+rH/hPzQz0hPJ8T0sNpzvzhaaa+MYGe1ln+1SrX//wG1ZtVHnQiVzSF4pkipfMlUgM2Zt7Aqbg4VQc9rZMZTlO+VCY1mCI3leXTP7tOfWH304We0siOZ7n0pxcYujyEkTXw6h61hTpJlKCndfLTObJjaYZeGOT6f7jJ9rUKbvWen4TX9HBqDqmyjZ7S++sggFW0yI5JC397wCY1YCMU+ueiGirZsSxCFXgtH6e6/1PZI0EItHIBY3oUc2YMbbDYezI05JecHxB3XcJqk2B1C39xDf/O6uHbTBKUXBp9agT70im0oRJqNgWaSuJ4hJU6/uI6zidzRPUWiX9whUFJW2iDJczZsX4LRultizgh8XyiRht/aQN/YQX31t0jCZl98RSZb76EVi7Q/Ltf0n3/OkkQYZ2bxjwziTE1gpJL9whRSNTuEiyu4VxbwL+9/7krmTT6yIA8zuEB1FIOJZOSUe9RJM+70ca/u4Y3v4x/Z+34E1GKwJgewZweQ58aRivlpbmgqkAcy1ZFs0O4XSdY3sC7vUJUufceFpaBPlTCeu40+lARtZhDLebQR8ugqWjlAqX/4vck+XvgmOJWB+fqPN0PbhCuVw48RGEZaOUC9nOn0Cd2jtEkiWLijkO4XcebX8abXybcrB55ytnvvYZ1YQaimNq/+wHBVh01m8Y6P4VxehJ9sCgJGhB3PcLtGv7iGs5HN4kav1nmgmraxpwok748g5ZP48yvUf/RR3jL20RdT37PKAI1ZaIP5DDHB1BsA+fWqiQv+yBqdHHvbND5+DZho4O3UsFb2iJqOyRBJEXvukrq+Wmyr5whdXESa2YYe3YE784m/vr+JpFRs0v7kzsoN1dAVdGyFqnnpil863mMsYF9X3MY7FMjpF86jX12DGHqdK8t0fr1TZwby8R+iFAEasYmfXmW1PkJsi+f7ptRPgl0uwnXPvGpbEeMjWtceE5nclpDu48dCAGDwwr5goLTTbj6UcDacoT7gImqpkOxpJDNKRgGuIfYrSWJ3Ped+ZDb8wEXLhlMzaiUhxReeFlH12FxIeLGp8GeNfFRcUJ4HhLbawE/+Y8NrrzTwbAUqpsBzlHOyUnC/Uy3eLrA+OtjTH97EkVT2Lyyze2/v0PlRhW/tffDqxoqA+dLBE5Id6vL4k/v0t1yiPwIzdTIjmUY/9oYhdk8Rlpn9Z11uptd/HZvEVYgM5bl7B+dYfQrI0R+xMrbK2xfr+I1PZIoQbM1CrN5hi4PUb5U5qwfkYQx6x9uEnmylug1PbpbXXLjWcysgWZrhN0QBFgFC6to0VppYQ/YmHkTu2Tj1l3iMOkRngyRF8mfPYlJGkUgDB370qn+Iq+Vi6jZFMIy+k9BSRTLp8WOg1fIkHj+4YSnR6C0chHz9Dj6+BDCMlAMHaFrsq/eGUIfG0IfG6TzzhX8xTUSd++9UzI21vkZUq9eQh8sohYyKGkbYeiykiF3R+z66ONDGBNDaOUCztV5ovohZfVsCmNyGH10EH2ohDEuj8V67jTG5DBqKY9i6uwEeMVd2Q71Vzb3PV8lm8J+4Sypl86hlQuo+QxKykLoGkkUy4TkOMbwfIzxIYyxQZyBAu7VeeLuISZrmoo2UMC+NIsxO44+NohWyqNmbFmlEtLNOwlDEscnrDVxUxZhpbGb8Bg6aj6DMT2KVsqhpG15HXe0O0qCkrEhNPYEPApkuvxhT8XaUBHz9KQkO+NDkuz1XJKFopBEEXHHldd5fAj3+h3cawsHV7kEaOUC5vQoSZyg5rOopQLm7BjWDoHOyPcBPVIabuYhinCv3zn4ej6jEJaOWkij5VKQgL9Wo/X+HGGtLcnJzt9pKmrWxl3cRDE0/O3GgZWYJIzw12vU/v4Doo5sg4WVFrEX3KugCUHUcVEMHXN8ADWbQh8qoA/mDiQ8SRgTtRyillzN446FMVoi9h/NI8Y+M0rqwgSKZeAubdP+YJ7Wr2/K/ceJDHo2NKKWg9BV9KE8D1tHGigrWLagVpX+Offnq8a90NAdB/iDPiYy91D+u6LuzZxUVCiXVb712xZjE+qeGKT9EEdwZz7k048DnntBiqCTRPrvbKzHLN8NqVWf3NTlCeF5SGyvh/zDXz6cGI1eN0UogtRQirHXx5j57jSpcorVd1a58+NFln6xfGD1T6hSt7P+wQZ3f7bErf84RxTIdpNQBEbOQNEVMqNpMmMZ8lM5qnO1PuEx0gbF0wVO/+4phIClny9z/d/fpHKzeq/1JSAzkiboBJz7x2eZfHOC2nyd5nKL1op82vQaPp2NLkIRmHkTM2sQdkM0S8UqmKimyuo7m4y8PIyRNciMZfA7AUkcodkaqcEUnfX2rqrR40CxLYypETLfeAnz3DRKJkXc7BC1usTbdZJAPh0JTZXZUmaPtBxRdhaqgnlqAiWbQh8eIGq2CSt1CCOErqNkU6iFLNaZScxT48Rdl7jjECzvJRPCNNDHBkm9eE5GO7g+4WZNRhp4gUzUTlmo+bRcTEfL6KODhLUmcce516o6BOpAAevSaewXz6Lm0jJkcrNKEkYIVZGtFVWR+9uvIiNAsQzM6VGsS6dIgpDE9QiaHRLPJ/YChK6hpi2UXAZjZhRteAB1oECwvk3sBxDu32DXSnns506R+52voZULJCTErS7BVk1WxeK410bSEKaOMDQUQ5Otr/vRa0vFjTaB6/UyhXTsy2dRDJ3Y9fBuLRG3u7J1dR/irou/skns7NP3UATCNLDOz5B+/Xns508TNTtEbUfep64r9Rm2hZKxMc9No40OoBWzRNUGYaV+pH5I6BrGxDD6+CDG7DhqNk3segStngBV1+Q5OK5c3H/T2ln3QeoP416VTiBUtdeC7rU9w4iw1iasHa8CFjW7tN65ecgOE7wlKVb2t5pYKRM1a6Pl00/gbI6AkDo0c3oIa7JMEkY415bofnoXf/W+CmICsRfizK+hD+UxRkvoAzlQj1/lmTktDf62N2Nq1YhuN+mbC6qqrMqcOqtRGlBoNhKWFiPu/xglMWxvRtSqMaoK41Mas2c0apUY35fxFJmswuxpjW9/z6JQVI4dAbF8N+Tqxz5/+McpTp/TMU1BLqfw3i9dVpYiwicozzshPE8BcRT3qyhnfv8U0781RXooxcaH69z4i1tsXdk6UrybxLD+wQaLP1ok8qP7fp7gNTyq8zWqc3XGB2xSgzZ20aR5V/5NbiLLwPkBzLzB1idbrH+4wfb1Ckl0304TaG902Phok+x4htnvzVC+NEBjsXmP8DQ9OhsdkijBKphYBYvulkNqMI1VtAidkNVfr5GbzGJkDHITORp3mwCYOQMjq1O57uFUn0yshD5apvBPv4MxOYKwTaJ6i87bH+Neu42/ukXSdUERKCkLrZTHmBkl3G4Q7FfluB+aSurl8/hr23R+9Qntn31AWG9JAqWqGGODZL71MqnXnkexLaxLpwirjX0JT1Rt4t9epfvxLcLNKv6dVbn4trokSSKT6DMpUi9dIP31y5inJzBPT2BMjxBu1Qi3js5esp87TXzaQ8mk6PziI5yr8wSrmyReIJ+IC1n00bJsa63v04qJE8It2a5R0hbBZg1vYZlwfZuoLe+VUBS0gTz2SxfIvPki+tgg5qlxjKlR4rZDVGvuf2yXz5L9zqvo44PyiXt+mc6vr+LdvNtvBQpVke3D0UHUUo5geXPPecftLu7NRbwFmYotVAUlk8IYG0QrZIkaHVo//BX+8ubeilOS9PUxD0KYBubkMJk3LmNemCF2PNpvfYTz4U38pU2S3qOwVsphnp0i//030IZKWBdnidsOrZ+8S7B2eASMkrHJfPsVhCXfo42/+hnewjJRrSmrZ7qGPjqAYltEre4zk4b+MIjbDuGWJI9qIU3q3DilP3iV5i8+xVvZJu7u37Z6Yvt3A8JGhyQa6D8gfdYQqoqWT6EXMyhpi7jj0Z1fxd+sH/gaf6OOe2dDtrUeApdeMPjjP00xPKqythKyvRXTqMf4XkImqzA8pjJ7SsOyBL/8hceP/87FvW8qKo7h1s2AxdshcQznL+r883+R5rU3TNbXIrJZhakZjeFRlUYjZmtTBlfnC0eTssp2zO25kOWlkIkplWxWhpd+8K7/2M7KD+KE8DwFxEFMZiTN1DcmmPrmJIoqWHl7lZt/NUdtvk50RHsniRI62106m1285j4f/ASCdoDflE+wmqmhGveqGOmhNLnxDEIIGnebtNc6u8lO/0Chs9mhOldj+ttTZEczZMcz/V97TZ/Oeoc4TvotLKEKsmMZzIJF6ARUb1Vpr3fIT2TJTWZRDRXNVEmVUwhF0K04OE+gwqMNFjFPTWBMjaLYBt78Mp1ffoJ7Y5Gw2iDueuzI+mPXlxqMalPqefZ70t91PROidhfnyhztn39IuFEh8UO5cArwlzdwrsyjZNOkXjqPPlxCHyweuC3v7hrRDxwS1ydqd0m6bj+UNAESL6D7wXW0wQJaOY+az8rWXD5zLMKjFjJEiy0aP34Xb36JcKtO3HX6ItnYk/qYJIpIvAMWjiTBvbVIsFmR16vVJXa9fuUmAYIwJP71FfSxnekZHX24RHB3fS/h0VSM8SHMU+PoQyVQFDq/+gjnwxt4CytErU6vwiNL9rHnE7edvjV/7D5wjxLuCc6BRBGy3bZTDUkSEj8k8fyDz3G/a5dLk/76ZbTRMlGtifPxHN33rhGsbhHfl4cUbtVJohg1myL92vPoY0PYL5+ne2WOYLPGYSMkQlXRhkp0P7iO88ENvPllolZXnn+SgCJIggChaVJc/Rs4cRb7If5ajdoPPyT32jn0wTy5189jzw7jr9XkyPjSFt7yNuHDjGYL2QYzx8uyMjKYR83aKJYhK4mailAF2kAOc7yMYmhPLS9IaApaIYNi6v2WcVht7XrfPYio4xI1OrJj8BD7uj0f8MG7HpdfNrBTgtnTmmyl9+Y3fD9hYU5WWt592+eT9z28B9yUO62Et37qIoCvfdOkUFS4dFnn3EUd309o1mPeecvj7Z+5nDqr89U3TPKFoylGkkCtJr12vvd7Fum0wvZWzNyNgMr2kzURPSE8TwH2gM3Q84NMfmOCwqk8mx9tsfzLVbaubB1JdkBWcdyqi9/yD5xqioKor7URmtilVzDzJlbJliKxLQe3cfCCL0lNlzhKsIoWdsnu/85v+3S2u0R+JLdZtPpj8npKw234dLccOhsdsqPpPuHRbU0SHiFwtrtPpKWlDZUwpkdRMjZxq4s3v0z3/WuE1dbetk0YEYfRoV8kuxAn+MubeHPLBHcfSP5O7rVI9MU17MtnUTMpKe590E50Z3PNDv4BIaTQK9NvVgk2KkSNttR7pG2UBzw+Dny9HxJsVOi+9ylRq7u7vZQkcuLjGItoVG0SVfev1IAkZuHaNuFmlajdRSvkULNphLX3aVjoGsaMFD+jqUTVBu6VOZxPF4hbD1QwEnkOkf+UhbqqIluTF0+h5jJ4c0t0P7yBv7xJ8gApTvyAqNLA/fQ25uy41CONlKWwOWXuPaddL06IPR9vfhnn6gLxgxWcODn+e/NZRZwQ1Ds0f3mdJAixz09gDBewT49hTg5hnR7FWt7GW9rCW6ngb9QINuoySuSA6rhi6WgDOewzo1gzw5ijA2ilLEJX2KELoqczUVKmHPcWjzf99FBQFJS0JVvsCT1toHeoFijxAqKuz8P6eczfDEkSl6XbIcUBlXRGmgQKwPMTWs2ErY2ITz8JuHsnpLaPyV8YwsLNkG7bobIdS8PBvEDX5Rj7+mrE3I2Qj9732ViLaLdi7sxr1KrxkUfruQlLd0McJ5Gj6DcCNtf3iqIfFyeE5ymgfGGAJEkoXxxAqILOZof6nbrsVx8DSZwQdIJdray9f/TAR+A++q9ZKnpKAxKCbiD9bw5A5EX4HTmyqdt673USoRPi1lyCto+RMbAKPcIzlkXVVdrrbeIgorvZJXQjchNZNFOVAuayJE7dioNTezIVHn2sDECwvo2/tEG4/ZDaqgOQRBH+7ZVDJ3HijitFxUkiNTK6JieODtCy3D82L1SlN2XRGxvfmU0W4t7Tva6yJ4TmAITbNfylDaLaEwgsvG9sWoqBd0azRf89JSffQvlzXZVqxQc3o2sY0yPSI8fx8G6v4q9sHU4MnjIUy0ArZNEGiyimQex4hJUGimWS6Hu/GoWiyOpXEMqRf1WglSTpO+y8kiDAv7tOsLa9l+ycoI/EC3AX1vHXqpgf3yb78hnSz0+jDxcwJwawZoYhTvBWK7Q/mKfxi0/xVysHTmlp5TzZV89S/idfQ02ZJElC3PHwN+uEtbb07/GkpYM+VMA+O4ZefopLohDSAHFH3JvQS+08eF1I4p4twkNibSVibSXiFz95vLyvbldWgo5KLb/yUcCVj45fqVQUsCyBqgo21qVBYqfzZMkOnBCep4LS2SJO1WX7eoXi6SKjr44SBTEf/auP+1NMR+EwM8GniciPaa21MXMmZs/DJzOSJkkS2SqLE7rbXfy2T2Emj5HRsUsWdskidEPcmofffvx+vJqxUXOy3RZu15/sGG+SENVbsi10EKJol6BYCFlVS8R+/jECYVuYM2MY40NoQ71pLdPskSVJGtR8GjUrxZICscdO5sBDaXYOneg6NhSppTFnxqQ2ZrCAkkvLCSddQ2iS1GmFrByrj5N+ds6DEIqCWsghbJPY9QmWN0kebFN9zlDSKdRCrk84rYuzDP0f/1Tqffb7rIneeRWz935kGnLS6hAkYUy0Xd9TNTrB/ojdAG9xk2C7SeOtT6XJ3+wI9oUJWakZky7E5mSZ+t9/SPOdm3s+c0JTyb58iuL3XkTNpgi26rQ/XKD51jXCZle2P3teT0mSkHlhBr2UQS9mDjiqzwBJIgcEdghOT8SMIg4kPWLHJ+sZQ6Go8I3vWJQGFN7/tce7v/Tpdp58Jt4J4XkKqN9usP7BBrX5GlPfnKR0tsjIy8O0f/8Ud3+6JIW9nyGZCb2I0AkBgWZraObBHxjZgtJBSDPCB6tBkR/RWmljFS2sgolma9gDNqEX0l6TLs/dLQe35qKaKnY5RXokjZE16G51CTr+/vqhh4Qw5NTVTovpYXQbRyKRup/ksDHTHSPDXQe198+UbFpOP12cldqXYg7FMqT/Thj1v3SJo/3N9o5zuH7weLoPIVBzacwzk5jnpjFGy6iFLMKQI+mEUY9wJ71/P8ZxKgIlZSJ0lbgTSc3OQdWvzwnC0FDsnmttkiAMDbWQPfxFAIkkmUCP9B49cRB33T3TYyc4AEkizQHdgLDaIqy28TfqOHc2sKaHSF2aIn1pitS5CbylLdylLfy12r33pKqglXOYE+WeGaBC5+PbNH95ne7NlZ52avcuo467k3759E4ziomavUlMgfQZ6umL4gOS14Wp91rdz06Gyui4ygsvG5w9L9tfc9dD1laiI0NMHwUnhOcpYOvqNrd/uEhtrkboSMOr4RcHOfP7p3HrHn4n2BXT8KSxYxgoBNglGyN7sDW5kdFJDdooisCpu3gP6H1iP6K10mLwUhm7aJEqpzBzBs4dtx9r0d126G47CEWQHkqTHc2ip3SaK22C7hP60u+7FffKvE/KirOHQx2JjwshMKdHSX/tBVJffQ4h5EIZVurSZ6bVJXG93tNmhHlqAvPMBNoxtTv9Y71PzPtIh6lrmGemyHz9MtbzZ6TzdrUhj7Ha6JX+PQhCkjDGujSLOTPWN807YKvyaXTHmTqKv3jT1kLsMh2Jqk28+eWH2kSwvn3g4tRH0rtHT/g9+huBXvRD1HbwFjdxbq4QdVys6SHUXApzbABzbAB/vd4nPEIR6KUsai6N0svM6l5fxrm5su+DgdBU1LSFlk89UUO/I08tjAjrHeKuJy0kFAV9uIC6tHXge0rN2uilzNPkZU8cg0MK6Yx0Gdd0eOElgze+aZHNK/z6bZerH/tPJDdrP5wQnqeAoBsQOlKDc/fnS+gZjdSgTfnCAKd+e5o4jJj/z7c/s/13Njq0lmXLJz+TIzNysMeEXbYpniqgaArtjQ6ttd1i250KT+iF2APyHDRbx627vZYWOBUHp+KAEKSH06RH0mi2Tmu5ReA8IcITRf2KgdD1L16ZtxdLkX7jMqlXLyIMjWBlk9ZP3qP73jXiTpd+5EMP2W8FclJrqPT0jrM3tp/97quY56YRgL+ySfNv38a9dlt6ASVw/yOxMDS0cuFwwrNTro96PjuG3ieoXxhE8b22ZJLg3rhD5X/8y94vj6mvu88j5gSfPcKazNDyVraxrTEUW/rm7Cp4CHHPkLKH2JF+UvtBzdrSbHC4uNf/6bNEFBPW2wT1DlHXQzF17DNjeHe3CDbq+77EGCpgTQ891UrUk8Zvfd/ihRcNFBUGyirTsxqlskKjnvDzH7t88O5nZ0FwQnieEnbWtTiIWX9/A1VXsHIm+Zk8k29O4Gw7bH1aIeg8+Tpea7lN5UaVbsUhN5Fj+PIQtbkatduNXcaDqXKKoecHGXllBBSoXK9Sub7bij/yY5orLYJOQG4yx+DzZRRN4NZdnIpDEidEvTBTp+KQGU2THkpBktBabhJ0n8z5xV2XuN1FLeWkcDT3hI3CHnMNE6aOPlJGHZDxBHHHpf2zD3A/XZDtkP2Eh6oq23RPEUrKQh8blK020yDYqND6u1/hzS0RtfYf/xW6dqRuhTgmarRJXB/F1DHGyjjW0z23oxB3HKn9SnoZV6aBkk0R1duHjpmf4MlDHy5gjg0gTJ1gq06w1SRqPiDwFgJjVOp5jJESQleJ2q40IbzvwSGJYsJaa5f9hHVqBG+tird4zytLsQz04Ty5Ny6SfeXM50bI3fk13Mky6ednSD83TVhvE3Vc3DubssosZAvfPjVC5sVTWKdGnmol6kmjNKBw+rxGPi+DqzudhGtXPX76I5ePP/jsqjtwQng+F7TXO6y+u056OMP0tyYZuDDAbCfA7wTU7zRkXMMThNfyqM3XuPvTJcZfH6N8qcxpJ2Tr0238pi+t702VwmyesddGsQomW1e22bq6TWtttxg4CiI6Gx38doCR1SlfKBG6EW7du6f3SXoj7BsdsqMZUmUbp+LQXG4RHkJ4VM3CsovYqQEU1SCOA3yvRbe9QRR6JPcFqoS1FsFWDX1qBH24hDZcQqQsKQz9AvROhCb1IEov4iIJQryFFemr8+Bi2nMNVvOZvmj5qR2nrsvjNGUFJnFc3JuLhLXmXrLTcyVWC9kj2lmyXB+sVzCmR2X0xfQoWikvHaCflM9Mcp+WSNCbGDv+E3rseIS1JlGri8hnUAsZrDNTOFfmiDufXYv5WUU2P4lpF9G0ey3ZKPLx3Sbt1hpRePB0ppZPY58bx5oeIqi2CCtNwkb3nvO0IhCGhjFSJHV2HC2XImp08Fa2ZQTD/Z/5OCGsteXoerWFVsqSfn4GoSo4C+uyfaSpaFkbY7SEdXoUoWu4i5uY4+VDz1EOS6RQsxZCkROXasbCmh1GzVgIRUFJmaTOj6NmrL53VBLJOIpgq07ygLWIM7+KPih9gLRihszlWYSm4i5uknhhP0PMmh1GK2UJ651ert9TrEY9QczdCDFMj2xWIQigWom4Mx/y/js+rdaTSUU/CCeE53NAEsmJpmv/yw2sgsnUNyeZ+e40zeU2oRvRuNN4sv3+BJrLLT79s+voaZ2Rl4Y590dnGHt9FLfqEAcJRsYgO5lF0RSaS01u/sc5tq9t7yFfSZTg1T28loeqqeSn8mxdq+DVd/ecg7ZPe7VN8VQBM2/SWm3TWmkf2tKy02XKQ88xOPoCupEhCBya9UXW7/6KTnudMLi3CIWbNYKVLXjpPNqgXFCNiWGClU1pWrdnse4ldQsh20jHiGx4XIidcW5AKqH3EzpLEqEPl9BHBlALT3FKBHl4u44zYf/j7LW+/v/s/VeTJGmapYk9yplxc06Ck4zkmcW6q5pND9sdsrO7ECwEIhD8AAj+Dy4AgUBkBReYGWB22O6Q7qnurq6aYlnJg3P3cGZu3Ew5wcWnbu4ezswjPCIjs+yIREaGu5mampqa6vne97znaLN1ESxatI8lLlkcEz5ex7h6Dn1pFv3cPPr5eeJml3ireTBlPtfTiM8o11Adp0tKM3HjSEQMgaQqKOUikn686/G+fQwjknafcGUDSVtCm6oKh+21hmjHPZ+uLkl5UvsOsRJmhy+t9fpOQGJ6/n3qs+9g2bsBmr7XodO8R/jwr/GOITySIqOWbJx3zwtRrgQkKYkbiM9XUZAtXVRh0oxk6DO8tYJ7e+Vg5lWWkfQ9vIcbGLdXcd6/gHV1HvPCDMnAI3UDQdxtA0lX8B9v4d5eIel7aP/N8aJ1bbaCfX0J69Iskq4jGyqybaBVC7nHj4JaK1L58w9Iei5ZEIscvyDCe7BO729vkqTBvvMqeNpgaJsYS9PYby1hLE1jnJ8hixIxci+JijFJSv9Xd/DurVGvl1Cc02n93hT85X/w+cv/8M34Tk0IzzeENE7x2h4P/uMjyODKP77M9X92hSxNCTr+mbgR70Xsx/Sf9fnyf/6axlfbLPxgnvL5EpVLVSRZIgkSek97bH3ZYO23GzRvNw8NMt2B3/Tx2j7OTJ6P1dm/v+EworfaJ01S0jglzBPSj/MSmpp9l6nZdzDMqlgpKRrl6gVkSeHpw5/uIzzRxjbB/RXiRhulWsJ66yKKbTL45Zejn2dhtFs9Kdpoc3Uk2yTpDgjuPHn5g3oMsigm2m6TheIYSrqG+fZFUs8nWmuMHqcUHfSLCxT++CPMq+dee28+80ORB5VPEMkFC/ODq3hf3CPZ7uzuZ6WEee0chT/+GG3pZA1BFsYED1Ywr50jOT+PUitR/NPvoU5VcD+5RfB4TVRR4jy12jZRayXUqQqSqYtq2ObxieRiymVA6gbItoXz8VsknR5pb3BwIixPZT8wndPtM/jrT1AcC/3CAua7lylFMd7ndwkerOx6G6kKsmmI8yiPwCDLcD+7sy/kdIIXQ7ghwkIlTcFYmkKrl8TEkm3kLsTCQDNs9QlWGrh3VnG/fkJ4hNYFwP36iagCrTSwbyyjz9VQbBPZMkm9gODZNv7DDfqf3CPuuBhL9X1BpYdBnynjvHMO5/2Lu4MTsog6kVRFnMuGirk8LaYZ01ynl2XIusbgN/eE98/e9M4M/MebNP75zyh8fBnnnfNClF1xkE1NCLZXthl89oDhV0+QDY3Sj64jaa9R6/cdwYTwvCK07rW5/f+9w9O/eUrj6+2D7sIZZHFG+36H++lDuk97ZGnG9u3mqDU0zJPR++sD3K0h7YedI1+vt9Lj0V88pvOoQ/thh+6T5xxzM2Eq2H3SJfZieqs97Ckb1cotxqMUv+2PKjFBPzhWx7L6y2cMt4boBT1/vf0Xfa/l8+zX64SDEMVUGW7k1Z1DtymhKDqWXcewqsiKOC0lSUbXC5Qqy6jq/hZKFoSEq5v0/vLXudX/FPrFRQqqKnKO+kOx+lZEMKVsCn1G6vkEd568FsKTtLqEq1tos3XkkoP9/bdRpyqirRPGSKaOUi6IZPZamajRJun20S8tvdJ924s0jIi3O4Qrm8gFG6VUoPDjD9AXpklaPbI4RjIN1GoJtV5GqRREFa03RD0qTgPEaLHr4339AMkycH70Lkq5gPXuZdRqScR/7FTiFAVZV5FtC8nQSPpD0dI4kfAk+PeeotRFKrlxZYkSEL19STjw5iaKWRgRPlkneLJO+pzjdeoFBPdXcT+5BRnoF+ax3rkkcsPevyIckDPEeaRryIaOUnZAkog2W8i3HzNR+7w8koGH/2iD1AtRyw6KYyCZ+qgqKyp6McnQJ24PiRpdou3usQQlGfj4T7ZI/Qjv4QZq2UY2NEAiDWORLdfoCfPCKCH1Arb+xc9I+h7BSuPQbQar23R/cRPv/vqp32O43iLxgjwYdT9SLyRcbzL4RISZarWicH7OIA0i4p5LuLpN1Ooj6yrb//qXKEWLcL0l2l5vQBv/24AJ4Xkh5CO3eRsgTROev5N3H3fpPj555Rf0AjY/22Lzs4PBk37bZ/03G6z/ZuOQZ+7HYH3IYH3I6i+eHfu4JEjorfTorRwdITAOGl9t0/jq6PZB2A9p3m4eED0fBkkS1RxFNVCU/WJYSVbRjOKIBO1F3Ooy/MXnSKqC6V1Em62jL81gXF4UExp571+Qy4QsDAker7+eKkqakg59/NuPkC0D89p5kYQ+UxNJ6X4oytSSROYLJ+JovYFSLrxWwkOckHQHeF/cR5Il9IuLGOfn0RemxX6G0UhInfaHBA9WiDZa6Odmjyc8AFlG8PAZWZIKgejiDGq1hHH9PNZe0XOeI5RFsXiN+yt5m+0EpCn+7cco5YJInC86WB9ew0qv5oQHkGURUpqkRFvtA4SHOCFp93A/vTOyIlCqRYyLi5hvXdivCUozSPYk3g+9F3K9neAgsighbg2IW2cbL5J6If7jTfzHmyc+NtxoE/6HT459TLCyTbAyftv0NMjilGB1m2D1+O2nbkD3r798JfvwXceE8JwaErKsoGk2kqySZSlx5JKm8T5R7QRnhWzfX/uQ36x7//G/4n39EOvtSxjXzqHNT6GUC4JQRAmpHwj/m/UG/q1HBPefvra99z65RbzZIl7fxnrvCupMDaVgQT4NFK6s4998yPCTW0iyjPXR9de2bzvIopjhLz4j3tjGev8q1vtXUGplIYzMMuLOgPDRM7yvHuB+chO56CDb5njbDkKC+yuET9ex3r6M+dYFjMtLqDNVsQ1ZhigmGXok2x3ClQ2R9t44vroDiMyzx2tkeZXK+d7bqPNTKEUHuehAGJEMhsSNNkmrM2ovHoZobUvkfX39AOujtzCvnkNbmEYuF5AUWYTO5lNd4dMNgvsr+HeenI3D9QQTTPBaIGXHlMIkSZrUyZ6DphcolBaZnn8fwywTBgMaG58z6K4SBpOL34tBQpIVrr37v6M++zaqunszjSMfb7jNg1v/hl7niDaUBJJpiBtdwRaTUZoqbqZZLmyNBfFJ+y7JwDsYcyBL6OfEJFGWJoRPNsRY9lHuwKqCUiqgn5tDkmXiVpfw6fqhniySaYjYiFIB2dDz6QpJVDQ8n7Q3JO70kWQJpVxEX54lbveF6d8RkRlKrYQ2W0cyDZJOX7SIXjJeQ3ZMlFIBpVRA0vNsMAQhSod+HmHRQ1JV1HoZdbZG0u4TN7snZ0RJEnLRFp+RY4nWgqKIKkyaiST3PMk+7Q2FM/GYwnLJ0FGKtnCHNnURgZFHQWdxQur5JK2eqMgct015Z1quiFKwkPJIjdE+xiJOJPN8kqFHOsi3d8Q1VFuaFfskS8SNNnGn/x2Ol5C49NY/OlK0vPLwr/GGh7eJJpjgLJFl2ZHl4QnhOSUsZ5qZhY+YXfgY067ie21WHv4V7cZdfG+MVekER2Lh/B9Sn32HQmkRRdFJ4hB32KC1dYvG+ueT4zvBBG8sJoRngjcDxxGeSUvrlFA1C6c0j6K+WSZq3wW0GndEWzATlbQw6NNrP2bz2SdE0SRleoIJJphgghfHhPCcEqpqUSjOoSgTwnPWCLwujfUvaTfuIUkyWZaSJCFx5E70URNMMMEEE7wUJoTnFFBVC90soukFJPkNy276DiDLEuLIJZ5UcyaYYIIJJjhjTAjPKaAZRUyzMqnuTDDBBBNMMMG3DN/OMI5vCIZVwbAm7pYTTDDBBBNM8G3DpMJzCphmBcueEJ4JJphgggleDpKmY9SmKb31IapdxN98Ru/OZ8TD7469iaRqlG98hLVwnixN6X75a4J2gzSYZGm90ZBkFdOqYlgnuMtOMMEEE0wwwQmQZAXVKmAtnEcr10RI6oOb3/RunSkkWUafmsVevkyWJgwe3kLqtU9+4ivChPDsgSTJ+R9FREdICpKsIMsqqmpiOdPoRvHAczS9IIjQC0QWRMGAJDncjEzTC/n4+06SdUaaRqcwOJRQFA1FNZGfi2wgS4njgCQJ9gfZHQNFNVA1C0naFWxnWUoU9EnTow3dJElBUXWRh3XKY5RlKWkSEUceWXbWNv4Sqmahars5XVmakCQhSewfnAyTZGRZzf8o4vyQ9naFM7IsI8tS8SeNSdJo7OP7bcfOd2HvuZYmEUl+nh14/OhYiuOJtBvXkpFBlpJlGWkak6YRaRJzbMDbGUOSxHdfVtTdz1qSntvH/PNOk3w/41dwnh66d+IcHJ2Lcr5/+TGUyA9Vlv8lzsk0TciyhDR5Xfv58tiJnlE1O48c2XMNyTLSNBm53b/s+SHL6p5j+txnPjqmz332WSqOaZqQ5cd3gjcTE8KTQ5IUNN3BMMtCq2OWMcydv8touoNmFJ67wQlSsnDuD5lb+v4L3dge3v73uf/M88+VOXf5z6lOXR29ZprG9NqPuXfzXwsH4ROgKDqV+mWm59+nWF7e97so8mg1brK9+TVu/+ScGYD6zA3ml3+EphdFgjEZceRx/+v/hUFvjaMuNqZdpzZ1jbnlH4ob2ykQhUP63RXWn/4Kd3gwb+xloKgGc0vfZ375R6Of+V6bzvY9Ntc+JQz2541pukOhOE+htIjlTInzQrORFDW/8MakcUgYDvC9Nt6wQa/zFN9rkSbRme77mwZZVtF0hwvX/iGlyvnRz3udJzS3brG98Vz2jyRjO9MUy0sUSgsYZhVNd0b+VkkSEEceUTBk0F9n0HvGsL+ZT/C9etIjKzqGUcIpzeMU5zCtGrpRQFEMZEVHkiSSOCRJAsKgh+c2cfubDPvr+F7nFd/0JBTVwC7MYDlTInTXLKMZRVTVRFF05Dz2ZocsxpFP6Pfx/Ta+22TQfUbgd45dqLwp0PQC5dpFFi/8Eapq7rsGp2mCO9jk2eO/xR1sEcfeC7+OrOjYzjROcQ7LmcYwy+IzV80RMc+ylDRLSJOEJPaIwiFh0CfwO3jDbTy3ie+2gYmNxpuICeEBLGeKcvUixfJSXlUxUVUDRTPzC4iBrGiHBhrKsoJuFF74tRX1qEyiTJQ8dQddd8RPspQw6KNp9ljeNLKsYhdmsAuzWM7Uvt9pkUcYLNBtPR5vRyUZ3SjjFBdQVGN0wU/TCHEDOvomJMsKqm5h2fVDQ0CPg6LqBH4HST77U1WSJFTN3ndsJFkl9LujSTxJUtCNIuXaBQrlJWxnGt0ooWo2qrpzXsgioDRLSLMUKw5winNE0XkqtcsMBxv0u6v0uysk8Xc1WmDnWJX3Hc8o8jDM3WRpRTWx7DqV+mWc4jymVc2Pp6hCynn1MM2rEEkSYhdnqdQu4rlNep0n9LurBF6XMyc+koyqGBTKSxTLi9iFWXSjhG4UUDVBJCRZHVU4d1b1SRzgFBeIqhcJvA7uYItedwV3sHlmFguyoqEbJZz8uzw6brqNplkoO9cpWc2r03ksyJ7qUxIHxLFPHHkE0128YYNBb41e5ylx5PE6q2fjQUI3i9Sm32Jq7j2c4hyyLK7DopKa0G09ptt+ROB382vR6WE5MxRKYiEjjmsx/36byKomjqmkjK7/4pjmZDKJBDmPfeLIJQyHRMEAb9jAHWzhudtE4esh6ROcjAnhAQyzQnXqGtXp66iq8U3vTo6MMOgTh8MR4ZEkGUU1MIzS6It2HCRZwXKm9rVsdn+nYtr1Q393GNS8nbX3+CRJgO+2Sb5D1QtF0dDNsmhlKjqmVaVSu0R99m0KpUW0/LM4AAkkZDH2qBrolADIyssU3CVMu44sqwx6z36vMtdUzULXC/n/OxRK81SnrlKffQfDLB9p8aCgoCg6GjamVSErLRJHLqZdR9Mcuu3HuIMtzupGIssahlWhUFqkOnWVUvV8HpEgHZPcrqAooGkWWBUAkiTCd1uYTo329n0GvWcEXuel9lM3StiFaQqlJYqVZZzCHKZVycnX8S1iSZJBVlEw9p27WZbiex3szhMU1aDfWcH3O2NVjl8HRMXdplK/wtTsO1Rql0akI8sy0iRi0F+nufU1zc2bBH7nWdy76QAAochJREFU1K+xS76vUKlfplhZPlBBOnzfZJBB4eC5u2OWOuxv0mrcIs4rlcdFOIkn7vxnQoxeJSaEZwcS7Ggwjn3YcxeYE0/kE3H086OgRxgMsAszo5/Jsoph1wiC3omER5YVTPtwwiPLCpZVG5PwSKOqxl4NThIH+G5rjLJ43u8e4/jCwWP8OiErOoZZRpZVTKtCfeYGy5f+FCW/EJ52/yVZwS5MY1gVbGeaZ09+zvbGV/y+XNhU1RzdaIvlRWYXP2Z6/gN2iMS43zdJktB0h6nZd/Ibfo2nD/4yJ9svfyx1s8T03Hu7bZPnWq/j7qeiaDjFWezCDMXSMptrn7Cx+glpEr7wfpZrF5ld+JjazFtHPubU56UkY9k1DLNMsXKO1Ud/y9azT068prwuqJpFobzI4oU/winMjVrhWZaJcN+gz9qTn9NtPXyhBYQkydjOFEsX/5Ry7eIBbea413VxSPcfV0UxKFXOEQY9ep2neJI0xkd/2LVRGv3uxbH3WnoW15yz3t7rxYTwAGHQo9N8SBS6yLJ24PcSoiJSrCztC8YDSJOQ4WCT0O8Sx+GpX9t3W0d+uYKgTxTuT8CWZQ3TqjLsrXFcXUWSVVTNRtcLKPJhq2gJWdHRdAdVd4jD4dHbkgTh0Z4jR4LwNHMx6dHw3Raba5/S666gqAaKrKMoGrKy92+dUvW8qDp9g1U2WRZaLtuZxrRrzCx8hKwY7P2iZ1lKHHvEoUeSBEj5sVR1C1XdL+reu127OEdt+gZJHNLevvMa39U3B1U1Me0axfIys4sfU65dZt+xzAWnceyTJhEZQnum6w6KZrL/Aiugm0Wq09dAgvWVX+O7zRfeP1nRsOw6s0s/oDp1VbSYD1nhCx2MRxz5o9aJrOji+6Uah37mljPFzPyHaLrD2tNfEgUDXuQm4XstvDHeYxz7JPmfNIlBklEULRfm24fuoyTJ6EaRqdm3ybKYjZXfvNA+niV0s0x16ipzSz/EsmrPaXYieu0nbK5+Qq/9JG8XnR6l6gWmZt+lXLt4xKJPaPLiMD830xiybFT5VQ8Z4NiLJAnxhk2GvQ2ydIyqWQZkGWqhhDm7hLV4Aa1cRZIVsjAg6nVwVx/gb60RD3qHbkJSVdRCGXN2CaM+g1aqolgOkqKIFlzgEw96eGtP8LeeEXVPDmNWCyWM+lw+SVZBMR2hWUwTkjAgdgdEnSbuygOibps0ejHCrJWrlN76CHNmgSxJ8DdX6N3+jHg4OPnJp8CE8IAIqWw9wh1sHVrOFK0kHd1wDhCeJAnpd1bod1dfaKXhuy2OusCEQZ/wecKjCMJzYOrqOaiqgWFVUFQdSZZHPXxZ0UdTHSCh60V0vXgs4QEJwywduDDESYDnNslO6J0nSUjiNgm8NpKsoiia+FvWRlMwQvRqi5XWN0h4dtqG9dm3McxKrkeRSNOY0O/iDhsEfpcoGBDHXi5GlpAVMcmnGyUsZxrLmUI3insqFDKaZlGqniMKB/Taj0leYtX/bYEkK5h2jbml71OqXEA3iqRpjO+28NxtAq9DFA5I4oA0TYAMWdHQNDFAYNo17MIsqrbbalAUHcuuI828xbC/QZpEBwTmY+2bpGCaVabnP6Bav4plT+2rJCSxOL99ryk+83BIEu9ONUqyiqaJc9awKjiFWVTdEee3JKFqJk5xDklW8IZNuq2HL9R68d027nCLKByKSiMSSRISBj3CfFEUhS5R5JIkAWkSkaaxaLEqKopqoOtFTLuO5dQxrdq+ypmi6DjFeaJwSLtxlzAckH0DYmbxHXGoTV2jPvsOxfLinjaWmDDrth7R3PyadvPeC2bsSSiqTrG8TGXqqogJ2qPNiSMPb9jAc5uEfp849kiSUExfkYmJMVlDUXRUzUTVbDHQojsYuaZKllW84Ta+uz2+yF6RUWyH4rX3UQsl9EodWdOQFBVJkjHnltAqNZRHt3GfPjiUrGjFKvbSRQpX30UrlpH1fKGWZUiymDbL0hSjNs3gcYnBo9tEvTYcQsgkVcOoz2AvXcJaOI9Rn0VSc7qQZWJyTZZJk4S43yVoboptvQD02gyFC9coXX8fSdMJGutEgz5Zcvbt1VdGeCQJFE1CM2QUVUKWpcMWTifCHyYE7qvtK4uV29HqfkmSUTWLqdl3DvwuTWPc4Ra99mN872TGfBrsXMx2KkCSJG6spj0G4dFscVPYEYEmEZ7bEllgmj3STuhGEcMs4w42jtzWboXHHv1M3BB8MYE05sUxy1KyJMzL+wdRn333jZgakSSF+uy7owthmsZ4w2267Ue0tm4y6K0fcbGV0I0ilfoV6jNvU6lfRlGNfZNpll2nVDmHYVXwvfaRx+K7AkmSMMwKc0s/AEke6b5ajdu0t+8y7K8f+t2TZRXDqlKuXmR67j2c0sKoNSZJYkrJsqeoTl0fTcqcljxqukOhsszs4vfRdBtZVkbftThycQebtBp3aDfv4w0bRwjOxXejWF5kau5diuVz+YJEXFoV1cBypplZ+JA48giD/qknuKJwgDvYYtBbw7RqZFlC4HcZ9NYY9jdwB5t4blO0ow6tFktouk2peoHa9HVq0zfQNHvfAIFuFLALMxTKi3nl5GxX1idhx9KgVDnP9MKHlKsXkPNBhSxLR+Rza+1T2tv3Xnj/JEnGNCsUSvM4e6QCO68x6D1je/NrOs0HeMNtjjunJElBN0tY9hROYQantIDtTKPpDt3WQ9xh49jn74Ws6ujlGtbcMonvEfU7RL02sqKilSoYU3OUrr2HYlqQZvQGXbJk/3mkOEWM6Xms2UWxjW6beNgj9T1kw0QrVTGm5nAu30A2bdIooH93SBo+ZwIoK6iFEsXr71O88i56uUbsDgjb28T9DkngI6saarGM6hRRLAfS9MD+nAhJQrEKOBeuU7rxIXp1iuGTe/TufEH/zhdjH7vT4JURHs2Qqc0bLN9wqMzoWEUVVZOQ5NPpM776WZs7v+q+or18sxEFA6JgSJYlI+IixJU1lBMIj5YTnp2bbRIHuMMtcVG06yjWXsJTOn5HJAn9uQqPWA0FBF43X5l/tzCyAkhCXHebtcc/p719nzh2j/GDyQjDAc3Nm/hei4yUcvXic8dXQtMLVKeu0dz8Ct/7bhOeESQZyOh3VthY+Q29zmOi0D2S4O5UgcKgjzdsMLv4PWYWPtqnrZEkhdr0NXy3Sb+zcuqR5FLtArMLH6Hp+9s9aRrT3LrJ1tqnDHrroxX+4ciIwj6d5n0G/TXmFr/P9PwH+3R3iqJRrl6k332WVw+2T7WfICrBG6u/RdcdPK+F29/MqzkxaZbk+3fUDSIjCl3a2/fw3RZRMGBq/n1sZ3rfo1TNoly9iDdovHbCo+kFytWLLF/+M0y7tv/zSCKG/Q2ePvgpg/4a0bHV6OMhKyqF8iK6Ud738zSN8dxtnj74KcP+Rk5uj7/hZllCmFd7B90VpPXP0Y0Cpl3H99q5WH08KKaFJE8zfHqf3p3PcZ8+GJ1zWqGMtXiBqR/9Gdb8OdIoZPDoDonvwp7zMtjeoBtHhM0t/K1nguwkyagio5drFK68Q/nGR+jVKQoX32L46O4BwqMVSjjLlym/9RGK5eBtrND63c8JGuskvieE7ZIk2numheoU8bfXyU6QNohjlo1IuaybVN79PsWr76KVq7grD2l//iu8Z49PPPYvijMnPLolM3/Z5q0flTl3o0B5Vse0FVRdQlZOL0ZtrPj7CI+kqsiWjT4zi1oqI5sWkqoSd9uEmxuEm3mlQpaRVBVJVcnCULDPlxYYv15kWUIci1WhaI+I1o9hlvIKzR4nrOeg6mLceucGkSQh/nCbLImEriJ3jN6p8BwPORct7xKeOHKJwsGZmH29aRhVdpIYz22x/uQXdFuP8rbJSdMWKUni4w622Fz9LbpRRNOdEfHcqU4USgt0mvdf8Tt5M7BzPAe9dTrN+3Tbj/LK5fGV2yxLSOKEQX8dvXkPzSiKqtkesq9qFnZhGqc0T6/9ZMzqiYRhlimUFnFK8/tGjtM0otW4TWvrNoPe2rGV3939FJM5iR/RatwRbef8pi1J0qglXiwvvTDhicIhvfYjZFkljv0XGHXOSJMQz23S2PgSqzArxq/32GIoikGhNJ9rp84K2QnXXVEhq01fZ3r+PdFWVHZHz5M4oNN6wPbGlwx6qy89Pi80SyWU59rmUejiDrbw3dapXiMbGTqKtn4c+4TBIG8rnm56NYsjBg9u4q0+JB7s3vPSMCBLU7xzV4S2p1TDml/GW39K4g72PM4nbDdIvCGxOyCL9i+mgkjcB53lS5izS2jlGigH2y56tY5z4SqKI+Iu+ve+xl19SOLtJ1gAeAPiQZc0GFO7kz9fr07hXLxB8eo7yJqOu/KQzle/xd9cPVhxOkOcKeHRDJn6gsFHf6/O+3+nxsJlG1nduXlkJHE+dneK89Uq7jJ9xXHQ6tMYC4voC0tolSqK7SBpKv7KU7I4GREe2TTRqnWM+QWCjXWiVpPUffGVwTeFOPbxvbZoJ8min6uqJopqISvaES0RCU2z8179LuHxhtukabQvHkPTHXSjJFbgh92A8ou1ptvIe0aIo2DwQm2EbxPCoE+/85Tm1u18VTn+e40jj27rEVNz72IXZkaj2SC8hezCzIGL7ncX4rj1Ok/otZ+cWm+TxD797iqqZlMoLexxFhauuzui6H53dayyuiwrOKUFnMLsvs8lTWPCYEBz6xb97spYZGcfsoxhfwNNt8XYvVEeGSkCOIUZiuVFGhtfnFCROYg0jQj8l690p0nIsL+OO9gQmqPCLrkR+sCTq8enQpaRZoe/V0lSUDWLav0y9dl3KO8bPRctpl77Cc2Nr2g17pyRp5GUGzPuFxunaUQUeS+9gMvS+IWqY1kcEw/7+JurRP3uc7+LiPpt/M1naNU6imlhzi4Sthr7CA+5MPmonKo0DETlx3PFdd2wDtWsqqUq1vw5ZEXB31xl+PQ+yVH5XklCmoz5PckysjhGK1Yw589RfusDVLuIu/6U/r2vGD65d5BQnTHOlPAUqiqXPijxJ//THIWaSpZBmqSkidDi+MOEND0d4fGHuwfAWFii+OH3KLz/0f6IAkki6fWQjd0biFIoYl9/i9qf/0O6v/oFgy8+xX/y6Cze5mtFEgnC4xTmUGB0kdeNAppmExxCeIRhoY1hlQE5960Qq7s0jXCKC6PHCtFlAUXRhIj2udWYIqsYRik3Ndu9SIThgDB4vWXv14UdHcewv06rcfsFV5UiBsQdNCgU2/turLIsJoOO8qD5riHLPUZ67ScM+usnPfxQ+G5LVNkWu8IUdA9ZNK0axcoy8uqvx7peSrJKpXbpQEsniQPhjt1+8sLkIk0jfK9Dp/mA2vRb+wiPYVWwnBk0zSYKh99oBMGOKZ5d2D0Gcu42L0lnd1vIyPIYi4PfH1WzKJYXWbjwY5ziwn7BeH69evbkb+l1Vkjis1v1H/ZNlmVtLA+eV4U0Coh6LdLo4DUYIEsSgnYD2x2gOSX06jSyftT1I4/ByO8V0p4fg0QWR6L9JAvh8T4oCqpdENUfJMJWg7A5nhP/icgysjTGuXiN4uW3MeeWGDy8Te/mJwwe3j6b1zgBZ0p4Zi9YvPUHZTRTJokyNh55fP7TFqu3BvRbMXGcnvq+0VwLkHQdrTZF4f2PsC5dIQ1DgrVV4k4b2TBw3n7vwPPibodoa4ssDNGnptGqtW8l4Yljn8BtHbg4ilaJfejUh2GW8hvs7smcJKEQyabRgR64MOCawhtuH/DhUBRDiDCfczoOg/532kAvy1I8t0m/9+wFJkF2EQa9A5N2IhtIP3Kk9buGNAkJ/A5h0HsJkXZGkgT0e89QdQdrD+FRVBPDLKNqNkkcnkAkdqaS5kRlcw8Cv0d3ND334khin0H3GeXqhQO/U1UDpzhHv7t6Zi7ML4IodA9WsCRJOBnLCse1y0+DnXbf89Vj3ShRnbrK/Lk/wLKn9hENUR19yPrqrxn01s9U2C/c6nsHBOi67lAsLVIoL9LvJC+lE3qh/UoSkiAgS4/WYaWhTxrHIMsoxkGvKBC6GL02jTk9j1apodpFZN1AVjWQFSRFwZyeR9YOr+LJmoGck/Q0DEij4/Rrp4Ni2RQuv4O9fAljep4sjnCf3idoNc5k++PgTAlPZUZn8bqNqktsPPT46mdtPvkP2zRWfIJh8sISGqVUxr5yFWNhkTQIcG9+RbD6lLjXRZ+ewblxcHoqCwLiQZ940EdxCijF4iFbfvORxD6e2z4g7tT0App2uOuvyIDZHYne6fknsU+QpUTRUIyt5uXjnUmSwO8eIDyyqu+bOtmBmCD7rhKejCjo5+PnL9e2iyPvwMVV6DqUUUDhdz1sMEkivOE2cXRIIOspkCYhw946xdIi2LXRz2VZEQ7kZjn3TTm6xK4oOoZZQTcKByYdo3DIoPvspW+won3cONSBfCcDS8ROvNTLvBTSJDjwPiVJEmLUvF348qaqjMJ/dydNZVTdoTZ9nfrsOxRKC7ttrDQhjgPa2/dobn0trBvis7VuyPLsrTDs759+lVUMq8LM/IcYRpF+dxV32HhtgbXCUDE9+rUyxO9zATKKsr/LARhTwi/HWjiPViwjKZogK2mav1fRUjruc5VkGfKqT5bkYvgz0r7KpkXh4nUkTSdLEmRVw5iaw9/eIO53Tj/l9QI4U8JjlVSqcwayIvHkqwFf/U2blVsvz5QVy8a+eh3ZtPAeP6T7i78h7nREWS47ukWWRRFxrzsSN38bEccBQT76nWXZiMToRhFVtw99jmFW0Pa0UOLQG4lEk9gXN4XIR9Ntdla8tjNFv/PkgJmhougYdm3PiKg42FE4+M5WeLIsw/c7RGH/pW7QwChB+zDspIQnr+GL/k0iTYUlwstGkKRJjDdsHEpohDN2VYhOjyE8qmZiO1PIsv6co3dGHHtC5zbGtMlJ+xkEvUO9bBRFx7RrJ9pKvGqI1PTDz+0DieQvgyzbzdvLs+tKlfNMz39AuXZx97qSJkSRx6C3xtb6p3SbD1660nYY0jRmONjCc5vEkbc7iCFJKKrJ9Px7mHYNw6rS3r4n4n0id09u4KuBJElIhwiIdx8A8o5ubYccjYiIhKzr2OevUnnnexjTC0SdJkFzk6C5QTwYkIb+qJVVN/8OinX4vYNsN95CkqUzbfFJsorqFPHWV4gUBWv+HIWr75D4HnG/S9jZfuWDRWcrWtZlTEdBkkQranv1bPqukqahTU2TBj5RY4uo3TrULOl5ZElCOhwiVWtHlvDedCRxIILx4igfBxRlTF0v7PPF2YudALwdRNF+chJHPoHfHZm5KaqB7UwfehFW8jypvQ7UWRoL471vsCT/apERBr3Ti1YP21I+xXEozvLG8gYjTSJCv3uiQeVJyLIkj1Q5eCOUJQXDrJyoi1JUE9OZOjTENo1F8vnLklzRxgkO3Y4kK9+oVmQvXse4gajwhGRZiqqaFEoLnLv0Z1jO9L6Wbhz79LsrPL3/X/Lq2Kuya8iIQ5d+ZwXbnqY2c+O538sUSgvCJXvhI/qdFXrtx3TbjxkONl+ZIaOkKMi6eVBTs/sIZMNEUjUhTva9XQNMVcGcXcJeuohemyYe9tn+9U9xn97fHSPPstHnXXnvh0fuRxqFZFHuJK4bufmhcibVl3jQpf3pLxg+vots2ZTf/h7FyzcoXHkbyGj84i/IXiCt4DQ4U8KTJhlJlKEoEoF3doaBkiyJMthgKMbfxrHqhn2lv2/vLJFYIQVBD8OuoMmC5GhGAfWIIEtRst9DeEJ332RMHLsEXluINuVdczT5kAgKZaelNVqJxQR+lzh+ufbEG41MXBSTV/zlA34f+E4exeGTngGRiMPhoRUYYQ56uK5hL2RFy4W5Bx9Xqp7nyjv//cuvMiVJZNU9J4re2U8RRXE2hGfH5VfTHDTdRlFNEdUiq0h5+rw0mmrb/aMbxUP376whyF+ErGgUy8vMLHyE5UwJB/jR6LlPe/seW2ufCq+wQw0ez3Sv6HdWhFBZM7GLc2iavcd9WqSjq6qJVBVO4eX6ZQKvI1LQh1sMB1vEoXtm7WhZM9BKVWTNEPet585BSVHQqlMolkMaR0TdphA4I0i0Vq6h2gWyOMbfeErY3CTqd/bdK3d8cyRNP/J7kiUxsTckHvRQnRJauY5WqRM2t176PWZxTNRtEQ/7ZP0OXSRU28Goz2Kfu0K522L46M4LOzaPgzMlPKGfMuzGqIaOokoo6tlczbN8nA1JQlLGF3pKqoriOKIXGX17E73TNCXwO8TRzKiqo2oWWp7lMvrSSRKKrKEZxX2eOVE4IPR3KzxR5OF77dHzZFkkhIuKz+72doLwdKM0+oLsGMLFZzg18aYhA+I4fCNcn78L2BkxftkkbkGcArHK3tEy7CCPSDiR8EhKnnf2/LVJyiNBXi0J2BGsv5DtPDuErTAaWjCMMno+pKDpDopmoexk1MkiwkWW5BHpISc88h7voVeKLCPL0lEKfWXqygHCl5ER+N2xDf/OAoHfodt6iKLqVIIBTnFehAbnHkA7bT3DLGGYJQqlBeJ8is/tbzDob+C7rVyM3yeKhi9FlCVVRSuUMKbnid0+8Z7RdElVUZ0S5vQ8qlMgcYf4W2sko/Fz4cAvyTJZmpB4riBDewsDkoTiFLAXL6LahaMrSVlG3O/ib63hnHcwZxew2xeJB32Rk/V8sUGWR9la+9tsh206JY0jcT3whnjrT+jfqyIpKsbULKUbH5H4Hmkc7R+3P0OcKeFxezHtjYBiXaNY0yhNaXQbL79KzpKEpN9HtiyUQlFUbU4osUmqimLbaLU6Sb9H8i304BkhSwi8zr4Wi6LoqKqFqllEkQtZKlyYzQqaZiHL6h69zXB/hWdEeMTJK8sKqmrkRmSG2B5CF6FqVq71ERCOpM3XsAr7JiHGJ7/rYuLXhlzHcRYVwSwT2pOM/cUxQSS0Eysnkizn1YVvqqUkCbJx6tKeENaaZpVy7RLVqasUK8t5RMQb3K6XJGRFY2r2PQqlhQNteEkCTbMw7RpWYXqPmemrR+B3WH/6S/qdFeqzbzM1+x6GVRZEceTztLOfIgtPq5yjVDlHlmV4gy067Ue0t+/QbT8hif3jhcfHQZKQNZ3i1XdJw4BhcGfURlILZayFc1jz51BMC7+xjvvsiTACJF8IeAPSKERSVLRyVUxxKWq+LxKSJgTC1Q//ELVYPla4HLYbDB/fxZxbxlo4T5akhK0GQWtLmAKOpEMSsm6iOkUSt0/ie2O5Le8gCwO6N3+HrBtopQrO8mXifoc09Bk+vvtK9DxnSni2V30efNpj4YrNhXcLbD72zkS0nPk+/tPH2FevYywtU3zvQ4Z3bx9tJChJmOcv4tx4F8Wy8R7eJ2qe3t30TUGapfhe+4CmZGcyJcnbBYqiYxdm93l/CD1Kn2Af4XFF9MHeG3qeeaTphRHh0fTCPvEz7BCe1nec8ECaxaTjtk4neK3I8qrB820pWVZPJBJiOk7jW9VLlGTswgxTM+9Qrl7AsKp5++rsWmOvCqZVZW7xB1hO/YhUcoFS9TxkGVEwxHe3X6GG5yC8YYPN1U/oNh9SqCxRrl7EKc5jWpVjn2dYVeqaRamyjDds0d6+S7f9CG94+jHrxO0TtBoY9RnqP/gTitfeJe51hOarVBHVnUIJb+0J/btfkga7rsdZEuNvPiNsN7Hmz2HNnaP2gz8l2N4g8Vxk3UCv1FGLZSRFIep1jh01j/pdhk/vo9dncc5fxVo8z+zf/WeErS2iQY8sDJFUDcWyUZ0ismHR/NVP8dYek3inI6tZEjN4dBskiakf/TnOuctkcUQ86BG2G6Kzc4Y4U8LTfBZw59ddLrxbpFjXePvHFXqNkKe3hvS2Q6LgxRhb4rm4d2+jTU+j1acofPgxaqVC1GqhVauCaZoW+uwc9ltvoxZLmOcuYCwsifLfyhOirTMyT/oGkGWpqPDEBwmPbpbykLt45OArK8boeXE0zFOUdy8gSRzm0wc+qrYTeyBhWBUR0JjzSE130IznCE8S43vN73RLC3am0b69yq83CtLOtMcZkYxRy2E/xhqjPuJzFd8V/5X7rySxGBgYd+JHkhTKtYtUp65Rnbq6a1i55/2LaIOYKBwSRy5xFIxytrIsHk1kjQT0WYpmFHGcGZzS/Kt6q4AQiTvFubzdKOej5/5IZ7TzPnS9QLFyjtnFj2msf86gv3Zm/i8nIUlCEq9FGPQIgh7ecBvbmcZypjCtWj4EUsrbgntS5lUdRdXR9QKGKUioadfotR/T766c6lyKBj2GD2+jWA5apY5Rm8Goz4lWlaqCBMOn9xk8vIW78mA/EUhT4mGf4ZN7yLqONX8OozaDVqqSRaE429OUeNhj8OwJem0aa+E8snF4hEgWR0SdFr3bn5G4A6z5ZbRKHXN2CWM6JUsTJGTxeWYpieeKiviLLBCzjKjbwn1yn16pSuHSDazFi5R9j85XvyHqtE5VNToJpyI8pSkN3Tx+RdFvxazcHvDOH1W5/FEJw1L49C+aPLvnMuxEJFFGmjF2uWrYjfEGPt7jhxiLSyi2g7l8AWNunrjdFhc5SUIpFDHPX0KbnkGfnkExLdIgwH/8EP/pYzHZ9W1FtqPh8fZ5RyiKjmGURD82EW0uy5keTapkWSIqQ6G773hnWTJKbtaNIrIsNA2GWd4nhNZ0Z59DcJa3Jny3/VpXYBN82yEhyeoZaUakPRqLXWRkuXXDCflc+eOeJz1ZKqqo3dbDM9jHoyFMGHvE0ckLBikftZ+ae5f6zNv7Mu9ElUt8j6PQJQwH+O42gSc0JWE4EKPUSf4nTUizmCxNSNOEYnmJ6fkPXjnh2YkBATEdGgZ93OEWhlnB3FlgsZNxVWRm4SOiUEyAem7zle7b80hTYXvgDRt0FB3DqlKsLFMqL+MU51F1J4/10ffEbwi3Yk23qdQvYxdmRsGxJ5KeLCUJfcJWgyxNGTy6QxoGmPPLOOeuoFXqZIpK2g8Iu02Gj+/ira8Q9zsHN5Wb+CXugMQdoJXrKJaNJCukgUe4vYn77DGDR7dxzl8VFgGF8pEVlDQKcJ/eJ+q1CRrrIsOrXBPbVBTSOCENPKJBl2B7k6jTPHTCKktT4n6XoLmRR194B+IjsjgmaDdof/FrUFTMmXn02gyKaRMr3W+G8Egy/ME/nWb+yhHz++SWOKl4bOCnlGcUrv2wzMUPivRbEd1GSG87JPRT0mQ8wvPpf27yxV+1yaKQ/u9+Q9LvUfz4hxjz8xiLy/nOSSjFohAoZxmSLBNtN3Dv3aH7y78l7vde+Xz/q4RwB+0LwpMmI2HmToVnlKSu6GICIv8yZmmCN2weOl6dpTG+28S0aqNSs2GWRxcg2JkA2Ut4EpLYf0nH3Al+37Bj7Pa8UdoLbEmseA9r4+RxBCcSnjQhiQ+OjGdZyqC7wpP7f/GS+3gCsiyPWzi5wqPrDnNL36dcu7Rv6lJsRrgBb298TXv7jsgR26nkkI8hj655+UjynmvgOMfqLJGmMf3uKtubX9Lcui28eObeY3p+1yVfkgRxmJ7/AIDVRz/7xnR0O+aRvteiuXkTTbMplJeo1C5Rqp7DKc4d+jxNd6jWryDLKhurv2V744sjXyMNA/yNVTabW0BGGkWi4tHvMHhwa4+wWPjuZEl87Hh44nt460/wt9bEc0fft4wsSUUVJo4ZPr6Lu/oQSZJJguOtN6Jum3jQY/D4Ti563/MdzlvLWZoK4nTI+ZTFEe3Pf0n3q9+K9xwFZMkhj4tCguYGW3/978W+Z1kemnq2n//4hAdYfrvA1e+VjnxMhnjPaZLhVFR0U0ZRJTRDRjdlijWN8LxJmmRjD2w8vbnLkOPhAPfBPeJ+D21qWgSpFYsiQ0uSyOKY1PeI2x3C7S2irU3ibve1ODi+auxc4MJwMFrpKaouSq15u0DEQFRGIsY0TfDcJtEhhGfnd4XyElBlZyJBiAqFrbyq2fsEy8K/p0f6mkrNE3w3IEIibeSXjNIQwlHnUA3OTrL2SedmmgrS/vzNXpaFfUX6monAUZAVDcOqUqlfwTAr+0heEge4gy02Vn/LoPcM32uduhUnvYBs+kWQJBFR0Kex8SW99iOG/U3CoJcnvyvoZkmEmGrmvjDYSv0qUSiCXF93zMMOsiwlS4RTdJIEeb7XNu3mPSy7Tql64YDWZ2cKr1BapFxt4A23cAdbR55TWZqQPUc6sjgleyEb7kxMJJ9wvxPEacyqSZa+xP7km4hCkmiMBfJOBegVYvyWlgS6pWAWx3+K7x488Jp5uouequ/5WiYJcadN3O2gPFtFLVdQiiVkcw/h8Tyidptk0CcLv1vC2igS01YjwqOIySpJVlAUDU3fmajKrcHTGN/dPtQgcGfaam/1R1WtkRgyiX00zd5X8YkjV4QqvgE3hAm+PZBlJT9PX04yKMmi7XHYVNLOguAkbUyahIR+/8DKUXyHDFTNJo7cb5z0aHoBpzCLaddQ9+SGAfhem3bzPtubX73wvkqycuII/1lAhBa3aDVu0++ujCpbYdCj13mMqtvICx9hOzOjYQs11/2QfUAY9Ol3VsXY9zeILE1ELl7Qw+1voGk2vtemXG1TrJzHKcyM2raSJMKdndICxco5PLd5aFVjgtePsa9AWQbNZz5rd89U53wi+q1DmGiWkQwHJMPvZlr3UYjCIYHfpVheYicSQmRmiXwaXS8Cuzk4OxNVh1ntZ2mC7zZzA8E8siJfietGET+JUHULdc8YaRS5BH5HlMwnmGBMyIrIKXo+gPbU25FERUB5jgCAIPCBd7K2LI59XHf7QFQLiButZdcZ9EOyb7hlaxhlnOL8vqrYTotq0F+nuXXzpYiZrOiHGo2eNZIkIvDbhEH/QBvPd1tsrv4W06ygKAaWMwUwIgxK7SK+3yZNYjrtR2/MQitNRXRIY/1z+p1VatNbLF/6MzSjuG9y0LLqlCrn2V7/kvRAaM8E3wTGJzwp/Jf/eQ3Dfr0Jz73tN+VE+eY1QHHoEvq74+WSrOYiOgMlNw/cQZpGRNFQrHoPKV+mWbxn1H3X1UTVLCy7RhL7KIqRT3Dlrx95BF7nTEIFJ/j9gawY+Qr+IFE53XY0nMLcoZEqWZrgeyfbJcSRhzvYPJQYabpDobSA525/4xo1RdVFdfWA7ikj9LvHtknGgWEU0Y3DndpfJ5IkZGP1N5BlzC5+nOcDivcsywr1mRskSUgUeQwHG28M6dlBGHTptB5hF+dGU3Q7UHUbw6qcgXZtgrPCqZZc26vffItI0jQU20G2HSRNzYVdJ59QSa9L1Hox1f9Oku1RN/qzEWSejJ0Kzw4/kSQx/aJpFqrm7BM2xpGP77XzVdUh+51lxHGQj7J6o9aVqloYVpUw6ItR0j3agTh08b3OG3fRmeDNhiyrGGYZ3SiiKAZJ8mLXEUUxhHndc5EqSRzkk0nDE03rxPj2AN9r575Tu+RJN0uUahdpN+8RhS7f5CJHllXhs/O8VikXXb+MD5YkyZh2Dd2svORengGyFG+4TWv7LopmMjX3HmruLyQqPUUqtcskcUi84omU8zfIAT1NY8Kgx6D3TGRw7SE8sqyO3ssEbwZeb3/qZSBJqMUSam0KfXoGtVIRYWpjRk14j+6/MOFhNPKaHCiDS5KMqlovXa4fBzsaHjGFsTueq2nO6Iaygzhy8Yet41XuWUoUDAiDwS7h0UxMq0rgdUZaiR1PmihyCYPupMIzwakgywqybmM7M7j9Tdzh6XN5FMXAsCrYxdkDBnZROMRzt8eMr8hI4pBB7xlmbuC3A00vUCovYxdm83Hvb1A3cqTXUJrPXL3Yd3CHfFrO9IHJr28KWZbQ764AKaZdp1CcQ92TbWUXZkGS8IZNuu2HBF6HN6HivoMsS/NK+vPdiN008wneDHw7CI8kIakaxY++j/P2u+jTsyDnSdNjnktZFDH44rMX3oU0jXMjrwRJ2j1ssqxi2rWXLtePgx0fizSJUFRR2drR7zwfGBpHHp7XJD1hrDMM+gR+F6c4C+TuzVYF3Sjt8ZoQ4sM4cr/xle8E315U6pfx/fYLER7TrlOuXUbTCwcclj2vRa/zdOwR1jSNaTfuYTszFEoLo5+LsegCswsfkyYR7e27p97Ps0KWxiRxeOCbJo8yspQXGtnV9AJTc+9h2VOvZZE2LpLYZ9Bb59mjn7F08Y8p1y6yc3GXJBnLrnPu8p/x5H5EK3LfKKd3EVxr59ODu0jT5LWP/09wPM70jNcMGbOgYDkKvVaEPzj9F7Iyo2MWFbIEutshoZcgmQ72letYl66g1afJsoxoY4NkOBQhaWPcf4ONtRd4R/shMqkG+8YQFUWnWFnG2r7LsL/xinv/wmvE99qYdn1ULtV0B8Mq7zMJjCIXf9g88aIYhn1CfzeoTlVNQZ7MvdMwGYHfm5CdCV4KTnGOSu0yvtti0H02ttuwbpSp1C9Rn307b7OKG+GO+Z4/3GbQXR3bsyXLErxhg0FvjWJ5CdOujVoosqJSrJwjSQJkRaPVuJN/h17svBcj+RZ2YYY49gn9HlF48rBFHAeE4eCQipWIgHEKcwz766e6mZpWjcrUFabn38ewyq8nPPQUSGKffneF7c2vkSSJcu0SsOvjZFgVpueER8/2xlcvQCQkFNWgVDkv2pruyzvG7xgmVutXMKzyvt/FkSuqURPC88bgTAlPoaqydN3h3I0CzTWf1TtDVu8cHIk+DstvOyy/5SDLEnd+3WX9gUeg2ljXrqNNTYuoiMePCNZXSQYD0jgay1QwPgOn5cDvEnjt/b4LuRtquXqBMOgz6D071NjsIKTcav10YXNpEuG7TVHNyQmPaVbQzTKKJqzChU2+uy8R/SgIO/VdwrOTjm6YVZRRRIVIM/6mR0Mn+HZD0x1KlXOkSYiiGniDBmF4cHpHQEJRTQyzRLkqohVsZ/o5PUSGO9gSydV7wnDHQRx79LtPMe0q0/oHqIoxShQ3zBLl2iVkWUNRDHyvSej3iSL3GJ8ecVOWFU0E+2pm7mMl2s12YZZ+d5Vu+mgswhOFQ3y3mb9WHgCZExSnMEN16nrult47VrckSQqKamBaNcq1C1TrV3LTPOlAe/6bhmgNDeg07+cTqGUMszQKhVUUnVL1PEkSEHhdhv31Uzu+q6pJffYGaRLnxoKdUfxOHHmiqnYicd5xVy5gWTVKlXMUy8sHxPSh32PY35iEEL9BOFPCU5szePdPqvzhfz9DZzPk1/++cWrCc+nDEj/6J9MUaxq6pRB622x0DIzFZSRNw3twj9Zf/G/Eg8HBqPpXDM9t4g4blKoXAEYaGklSxepTNdhYyUZ6AkFjdiegpFELTsovRDpR0D/Vl1b4WjRx8lK8JKtYhWl0ozQqUSdxRBS6BH4PThghD4MBod8b6XJkRUXTHWynjqLuZK0IwhOHp/ss9yO/sErS6Gjs/7dYLR20Q5NAkpEVVSTAwx6Cmx/h5/49wZuFLBPmbbKiYRemMcwyplOnuXmLXvsxgd/JHYh3oSg6pj1FdeoK03PvY9m1fb4xWe6s3G7cod95OpZz8fPod1YgQ4hNnWlUyRoRgJ38pHLtMp3mPbqdxwz7GwRuO09+37u3ErKsoOnC0sEwq1hOHacwh1WYzhdIIkdq0Hs21r6FQR+3v0mSBHlI6O73winNI8tq7mXzVOj6sr0Lp/xbJMlomo3lTDE1+y7l+iUsW4x+J7HPTsUDeKOIjzvYRMq9m+qz72CYpRHR1Y0i5dolsjRl9dHf4LnbYxPdnTieSv0KtjNFHPl4bpNhb51Bfx13sEngtYlj4fCbHXI9kZBEoKdmUiwvU5u6TmXqCprujPZxJ9zWc7fptZ9OjFrfIJwp4SnWNeYu2SiqjNuPcXunV9M3nvo0VnwqMzqL12wefKqz2ZdRbJtkOCBqbRMPh6+d7AAMBxv0uytMz7+f51Xt8fDQHKpT13CK86IaEg6IIz9PdZZ3V3+qjqKYyLJKmiY8ffAXp8rvSZIIz22OWmeyrAi/jj03gzDoEQUDTiI7IC58InfHz0MJhYmhU1oYEagsywi8zihF/TSQJGVEVmRZ6A/Evw/+bdr1A6ZysqximmUqtcsYZpk0icSfNM51VTv/L/5OkuilWhATnD0Cr8P2xlfU597BsmvIikapfA7LniZe/B5hnp20o3fYqTLqRhFNt4UX1HOTLmK8fIPW9j3cF0inBqGxcIdbPH3wUxbO/SHl6oV9WjyhzTCpTl2lVDlHkoSjcyxNRS6VLCsipV1W9/y/kleHtPw7dPopnSQO8LwW3dZjyrWL+3K0JEnBdOqcu/zneO42ntsk8Dqj6bedCa+dvCrDrKBqFqq6UwFO2Fz7FFlWmJ57P3/Pbw7hAfCG26yv/BpVt6nULu17/7pRpDJ1Bc9r0tq8JcbVXwCKamA70xhmhUr9MkkakaUxUeiJ8zEOSNIob0kJoqOoJppmo+sOimqgala+MNx7/DKGgw267Sd523FCeN4UnCnhsYoqlRkdWYHuVkh74/R6lu5WQLcRIstQmzdwyqpY0KcZaRCQ+gF8Q1ERceQx6K3RWP+c2vRbeazDrmeErDuomvBeSOJwtBKU8hLo3ps/SCRxcGqxc5pGeMNtkjyoTUyJ7d9G4HcIw/5Y28uylCQfYbfsOkpe1ldVc++D8pbW+IRHllV0s0R95h10s4QsifcvyQqypIyOh2gjKMiyguVMISv7zdB2LPbrszcEgUwT0izZzQ3a+Xf+/1mW0G09ot9dHat1MMGrRxS5tLfvIisqae0STnE2b/lYpGYZK41EKyGNycjyG7aJkrcyDmwvHNLrrNBY/xR3sPkSurmMOPLod56yqRhE4ZBKXQij5TwZW5LE91rTnVFVJ8t208elnfM638+zq5RkIpJh/XMURc/bZNboNURQcB1NFxWcOHJHlYSdBZam2SiaNbo+ZFlK4HfpNO/T2rqJYVYoVc5h2lMoyps1Op0mIb67TWP9CyRJojZ1HUU1R3oe3SgyNfMOaRwSJ34+uXUaSHniubHnGiw+32RnUZVEpHm6vJiaE8d15/MQm9n/ecexj++2aKx9Tq/96IUtGCZ4NThTwqObMk5ZRZYluo2QztbpP+xBO2bYiZBkiUJVFUaHSUIy7EOWIamv1/hwH7IUf9hkc/V3qKpFsXIO3SjkF7ydiQIJVTX3E4ZD8KJlzjSJhMFaEhzZg/e9LmEw/s0+SQK84baYzHqOPGVZRpoJr4nDQkiPgqxomFaV+eUfjtKDXwQ7F7fTjNBKkkzgtSeE5w3Bzjnb3LpFkkZ5REQ5r4AIsnvS92VHoByFQwa9NZpbt2hsfPnS4YI7I8WtrZvE0ZAsSygUF9DNcp7vtP+7Lf4e/7KZpSlpGhHHPlF02Ojy0YjjgPb2PQyzjKLqOMV5FNXcV81VNSsnQvUjt5NlIqw0CLr0O0/ZWPk17mCLtJTiuU0MswKHxHV800jTmE7zHppmoutFipVzooImiRZisbJEFLlEkUszupVPbh1f2c2yhCgYEOvFPMpi7/i/+HsfoRkDu+emizfcotN6xPbmV/juy+tGJzhbnPmUluEoSBL4gwSvf/qLUeAmBG6KJIFpK6i6RBqFhBsb6PPzqOUKKMo3V+WJPfrdFVYe/TUz8x8yPf8BulHgdZWE0zQm8Huiz/zciPwOAr9DFIxX4QFxYXWHDYrl5QO/y7KEJPJzn4lJQvoEp4ckySiqSb+7iudu4/Y3WTj/Yyxn6kSis4tMpINvfsX2+pf0e8/ONEk5SUI6zYcMeutUamIiTKSUHx2WPO52fa9Fp3mfTvOB0CuNjYw0jdha+wzf7zC/9ENK1QvI+kGn6WO3kqUixmH9U7Y3viLwWmKwIfbw3CalyoVTbe91Ik0iWo27pGmMZdfRjMK+a165dhFJVnEHDTy3cey4unjPPu3tu0iSjFOcO1BRfhHskObtza9pbt6k136cC8knbfU3DWdKeCQZFEUIc5MkI01O/4HHcUYSZyCBossoikQyGND/4lPKto0+t0D5B3/I8M5N4l73GyE+Yqx1m81nn9DvruAU57HsKUyrgmYUUVVj1MsXgs1cY5JEYkUSDgn9Pr7fxh++gBlilhIGfaJwuK+3vYPA64iR1jGRxKFok6UHCU0Si/C/cUeIJ5jgeYgJGwMRi9Cn03xAGPSxC7M4hVnswgya7qBqJnLu7p0mMUnsCz8pt4k73MIdbDIcbBF47VdCvrMsIY5cuu3H+F6b5tZNLHsa06piWFV0syS+24qea9KU3bZqGhPn+xuFwszTd1sEfke0g4MBQdAjeQFxdZz49DsrxJGH3biFU5zDdmYwzDKqZqOo+khvl6aJ8MzKR+B9T/geDfsbYirO745Evknk4Q+33yjn4sMQRx6D7jOePf5bZhY/xinOjVqIsqziFKZZvvgnrK38UgjYj3k/ceSL5PbOU6FxsqsjDzNNs3NNjpHrDWXYqfBlGWkmPuckDohClygcEHhtPLeJ5zbzz7s3uVa+wThTwpOlguiomYSqy6ja6fvCqiahqLnPRpqRZcJOPR0OSAZ9jIUlCu9/hGzbxK0mieeSxfGJo+lxt0vUfDFx42FIYp9hf11cjPubmHZNWNUbBRRFR1ZUJEkehXhmOenZcXANw6Ew/dszEn4adFsPSOIgry7tx7C/dmhg6LHvpbcuVs7W09HPNV3CtGPK013eKcnIahndEJ9PmmSEQUbgpfRaMa2tiF4rIY7E55CmMaHfZ3vjK3TzYDtKliWKFYXlayazS2KV9eSOz+ZKQL+TIElQqqpUZzSq0yqmLaMZ8ui1ozDDGyYMOgmNtZBhLyEKxWv3OytEY7Tf0jRh0F1lY/U3yDKUpzSqUyqFClRmXcLAJI6qpGn+eoOUXiemuRGJ1wtOJvRh0KfXfnxo69FzT/ZJ+k4g111IyKRpJDRmQQ93sMXQXsNyptB0R7Rrct3Ozo1F6MvyG4rXfuWGc1mWjlKxh4MNDOOZuCFa4qaojm6GuwuaLEtyghYQx96em6HQ0r30PmcZUTggCgd4wwbD/gaWPYVhlsQNWtFHE2x7W2hh0CfwOkLU7HcPEJso8hh019ha/2xfXIfvtjl9dSKj31khSxO0PdekKHRxB1v5VNiLIcsSAr9Lc+smAFZhZt/3KUtTkjgYq12448HkDbdRVD234BAeZqpui2xCRR+dh5Ikj3Q6O8Q2ScJc2Dwg8Lr4Xpsg6E38dr4FOFPCEwUp/iBBN2SckopTOf3m7aKKXRJC5WCYEoUpsm5gLC7lpCbDPH8B89x5kn6PuNcl9Tyy9Hi79eHtm6cnPJJQ5kuKmotrpd2TXzAxsjTB9bYZDjePJ12yECxLirLvS4SqIEsGWRKPd/OTZGRVo915SLu7eyPN0ly0G0en9vZJkoDhYJ3h/fWdl0A3ZGozGuevm1z/nsP56xbTCyWKFQXTlgn8jEE3obUZ8eimx83fDLn3hUu3GRP6YgzZHW7x+N5/PPQ1VV3i0tsWf/reNH/0jysA/Kv/+xZ3v+zw6JaHU1BwqjYz5x3e+sihPqdRrKoYlkQUZgw6CdvrIU/u+mw3+mxv+bQ2oxHpGQdpEtJqfEW/9zWFkkJt3mH+ssPFt02mF3SKlSK6WSKJxHvdehby+LbPl78c8PSuT3MjJPCOfz3fbeK7TTaffTL2fn33IET7e7u+QkDbIfA7dFoPvrldOwZpPhHpuS8aSXP2iEIRCNzvPD35wScgiX36vVX6vdUz2DNobHxBY+OLM9nW80jTGM9tsvr4Z2e0xUxMwsUNvBec8pvg24czJTxuL6a1EeBUVKbPmcxetLj3297JT9yD6fMm08sGaZLRaQR4/QS1VKb84z9GsR0kfVcdrxQKyJYFaZr7sxy93XBr89TvRzFtrOkl7MVLGNUZVMtBUlTIUpLAJx52CdoN3M2nBK1NEu9wYz5JUdGrMxSWr2JNL6IVy8iaTpYkhP023tYqw5X7BO0tsviYVYqsoJeqFM5dx5peRC/VkA2TLE2IBl387TUGT+4StLdIwxdfURXKCt/70yLf/ztlLr5t4ZRkdFMeVd9kGUxbQjckSlWFhQs67/+4wMp9n5//r11u/XZIc+P0Zd1yXtHxhin/8P9Y5/pHNjOLOqYto+y8tiTappouUawqLF4yee8PCnz+iwE///cd7n/hEo5RedlBZUrl6vs2f/Y/VFm4aFCqqRiWjKZJyKqEJIGqSqi6RKEiXu/jPyly9zOX3/5Vj1/+p+5YlZ7fe7xBPi8TTDDB7yfOlPD0mhEbD1wWLtvMXrC4+F6Ru7/q0t4MiYLjy32qJlGc0rj4XpG5yzZpkrH5yKPXDEn9FO/hfST1xXc3WB/P8AsQfgumTeX6R9gLF9FLdZAk0fvOqz6qXcSo1NEruZGXOzhIeHYywM6/RWH5CubMEoq+64Ys6wa2XcAo1zFrs/QefIm39Yx4eJAkSqqOs3iJwvlr2HPnxXYkiSxNkTUd1XLQy3XM+hy9+1/ibjwl6rdPfZwWLxm8/4cFfvD3Slx4y6IypSJJEPqiddXvJMRhhqpLOEWFcl2lWFEplFWKFRErUiwrfPmrAav3T1fKr8yovP0Dh2sf2nz4x0VmFjRkVaLfTvIWUgoSOEWFUl3FchRMO6NQUZBkCUWRGPYSNp6GBN7x55skwfSCzgc/KfDDv1fi2oc2TklBliWiKKPViHD7KXGUoShQrKoUyuL9lusqmiFhOjKqLvHlfx2wvTbp208wwQQTvMk4U8LT3gh4enPAO39UpTSlcfH9Au//nRr3f9ejtRbgDRKiMN1XiVF1CbOgUp3VufBegUsfFqnOGnj9mKe3hrTWQ+K+R++3vzpgPnYaJIPxp5Zkw8ScXqB87SP0Uo1o0MHbWiV2B8JsTNNRrQKqIyY4RLn+4ApWVnWxnasfYM9fIEsTguYGYb9NGvrImo5emcaozlC+9oHQBCQJQ2+4r70lKSpmfZbS5XcpXrwBGQStDcJui9h3UTQNvVxHr85QvvrBSFsQu32yZHxBYrGqcOP7Dn/yz6pceddC1SW8YUprI2LrWcjWakhrS7SsdFOiXNeYXdKZXtSozWqUaiof/KQw0mB1GjHuIGFcmcr0gk6pqmLnRKrTjNlajdh4GtDZjvHz6b1yXWX+gsHCRYPZJeH7NH9eR9eLPLrp4bspmytHi1olGUxL5u0fOPzhf1Pmg58UkRUY9lLaDfE+N54Goj0XZKiaRH1WY2ZZZ+6cwdScRn1Ow3IUnJKC20tw+wluf9LDn2CCCSZ4U3GmhKf5LOD+J306WyGmo7B4zeGf/l/P8dlfNvn6Zx0efd6jtRGwcw+WZCjVNM6/V+Ttn1T4+O/XscsqaZIx7ETc/22P7RWPLMwI1sav0ByKMfK2dqBaRQrn30J1SvitDdo3f03/0S3ScE/FQpJQ7SKK5ZB6Q+JD2lmqU6T23o+xFy6QBj7de5/Tvv0J8aA72h+9XKd8/SOmv//nlK9+QDTo4G+vE7u7BE3WDCpvfZ/C8lVIM7r3Pqdz5xOC1tZoO1qxQvHi28z+5B9TvHCD2HdxN54SD/tjielkBd76yOHjPy1y/UMbSRZPW3sY8J/+eZPPftan3YjJUkb+P8I6QOYHf7fEn/x3Vd7/wwKSDG//wCGOMp49Crj3hYs3GI8ILF4yIBPC99ZGxH/5/7X5xf/WYfNpKMTr2ejQM7Oo8/GfFfnf/19mcYqi5eWUFX7090tsrobHEh5Nl6jNafzZ/1Dlre/Z7NiaPL7t8Yv/0OVv/10H3xVETZjNSUgyzC7rfPhHRf7R/2mKuXM6dlHmxvcdVu759NsJN387yRqbYIIJJnhTcaaEJ0kyWusBP/1/r/Pj/3GGSx8UMR2Ft/6gwsJVm2FnhsAVLZEM0cYyLAWnolKsa9hl0T5ZvTvkl/96i8aqT7wjQj0FYXlpSIycVrM0IY0i0vigqDh2+ySBS5YkB34n6wZ6uY49dw5JVvAaz+je/Yx42NtXdRlpeJ49wp5bxqjOYM0u0398Kzda1NFKVazZJWTdwNtapXP7E8Juc992okEPr/GM4co9rLlz6OU6zvwF+o9vk0bHt5Z2Kh4f/1mRK+/ZyIqo0Hzxqz6//s9dPv3rPp3t+DlB8I4racLnPxcj8GGQ8tEfF9F0meUrBn/nf6zSeBbiDcYbIZZliTjKaG/F/Jv/1zZf/XJA49nhQuTtjZBbvx3yl/+yxU/+UYXZZR3dkHfbcPLRPG9mUeeP/2mVuXPiOYGXsnIv4Gf/ts2nPxsw6MbPVaXE62+vhXz2sz7FisoP/26JS+9YKIogeFvPQm5/Ohy7mjXBBBNMMMHrxZkSHjJw+zE3f9HBKirEQcrSdYfSlEZt3sgdKRE+Oxkoqlg5S5JEEqd4g4S1uy5f/7zNl3/TZtCOXivPGb2NKCTsbpPGIZpTxp6/QBoFBJ1tEncwIhBZEh/ZMlJMB70yjeoUiQZdgvYWQbvB88rqLI6I+h385jrm1DxaoYJRnab/5DZkGYphYVSn0Qpl0jgU22ltHiBYWRIRDwXpMWqzaHYBoz7HYOU+nEB4LEdm6bLJhbcsajMaSZLhuym3fjvks58PaByjT0kTaG5EfP2bIYatcO19m2JVolxTuf6Rw+Ilk34nYdAdjwn02jH3vnD54hcD1h8HozH35xH6GRtPQ379lz3e+aHDzJKGoop2V6kmxtgPqyypGkwv6nz8p0VKNeEKPuwlfPJXPW7+dsjW6tHkLPAyNldCPv2bHnPndM5fN5EVUflZvmJSm9HobMdH7vMEE0wwwQTfHM6W8ABJlNFeD/j1v2vQWgv4g382w/xlG6es7iM4SIL4pEkmbrD9mK0nPr/8t1vc+XWX9voxVQFZRtI0MSqej7tmSUIWRcKTZweShPjl6bQVse8yXHtE4cIN7NllKm99jFaqMly5j7e1StRrkcZRPgJ++I1ctYvo5TqSJJP4HlkSoxUPmgQCKIaVEydBcFS7iIREhpgUM6ozSIpKMuyRRiFqoXzoe1JMR0x5ZSmybqIVyuL4nIBSTeWdHzpUplRUTSLwUhqrIQ+/8nj2YDzh8eZKyJ3fDWmsheimjF1UqNRVLr9r0VgLxyY8W6shn/1tn/ZWdCJxcPsJD79yGXRF+0lRJRQVCiWFQlk5lPBYjsLMksaldyxkGdIko9tK+PVfdI8lOzuIo4wHX3usPwkI/BTLkTFthal5jXPXTNz+cEJ4JphgggneQJw54dnBoB1z6792WLk1FCPqFyymlkwKVRXdkpEkiShIGXZjms8CNh95bD526bdjguHRN0dJ01FLJcxzF9CmplGdApKuE25t4j1+iP84Tx5XVGRNQ9Y1Es/PicB4N6I0Cgham7Q+/znR5XcpnLtKYekK9tx5YrdP2NlmuPoAd/0Rfmvz0OR2WdNQTAskCWt6Hr1Upfr2Dw9/T4qCrJmopk2UxMiqNvIskVUVxbSRZBmjOkPNKVG+8v7h25FlZM1AMW0S30VW9bHGgZ2SwsUbFpYjyJHvpdz7wqW9fQoH1kwQkDufuhRz4bGiSixfMbjzqcqTO+Ntpt2Iuf+lR+CfTFKzTDhzu/2EwEuxi0KMoxkShnk40Zua15ldMtjhgcN+QuPZjhh7vPMjjjJ6TWG2uHDeQFLAKSssXjJ48JUHY2qWJphgggkmeH14ZYQnTTK8vsjTGnQiGk997LKKYcuoqjyq8IR+ituNGXQiht34WC8drT6Fee4C1sXLqLU6iuMg64Yw81PUfcaCiuNgLi5jX7+B9+Ae/upT4vaYYW5ZRhqFuBtPiAMPr7GKWZvFqM6iFco4i5fQihWsmSXczaf0H98i8QZke2IudlKUxbFISKOQNDqighBB4ntE/bYgVIPuLjfLx+Bhr57oaPKWBD7RoEviu4T91lhmhpYjs3DRQM9JQhSkrD0OcHunE6QEXsqzRwFv59NKsgKz54S3zThIkl2Dv2TMKkmWQRRm+6oqirLr1v08qjMq9TltZNg47CU0NyOiIB2/fZqB56YMu8noOaYlU53WULWJ38wEE0wwwZuIV0Z49mKH+LDyghuQZWTdwLp0hcI772NevEzqe2RhKAwIiyUU20ZSdxN/JUVBrdUoffwD0Q7yvfEJT47Y7RO7fbzNFczaDObMEtb0IkZ9Hr1YQS/VMOqzpGHAcO2hmL7KkaUpOwrWeNjH21rF31478TXT0CfsNndbVlkm8sKyjNgb4jee4W6unFitSqOQaNA53sgwh27K1Oc0NF3crOMoo7UZ4Z/gZfM84iijuRGNqjOyIlGd1kaVlxOfH2b4Q+G5cxpnezFNtfvvPYbYB1CsqvsImCxLFEoKb/+wcKJ3z14sXjTQjV33YFWXKZQU5PHe6gQTTPCdhYRRqKEZDrIqDGa9foM4GDPfUJJRdQu7PAeSLMKb/R6RPzh2ASsrOqpuoRq2yKRTFCRkMlKyJCaJQ5JQRBudxq5EklVU3UTRLJHbpgg5CXnG2CgvMg6IQ48oGJ4oI5EVDdVwMOwKWZaJrLlBC8jy39mouo2sitgUCXl/hIvfJ4lCsux0i/LXQnheFrKuo8/NU3j/I6zzF0mDAO/hA6LGJrJlU/6Dnxx4TtztEG1tkoYh+tQ0WrXG+OlS+5HFId7WKt7WM7qahuqUqb37I4oXbmBOzVN7/8ck/pDBHsKTxiFJ4AmiMuwyXLlH+9Zvxnix0X/y7UTEgUuWpSTeAHftEduf//xkXdJJ1tN7oKrSqAUFgkAM+7ln0imQxBnDbkKcP0+SwHZkdH28qkfgpYIsvUIJjGFJmPZuu2t6UWNqocJP/lHlVNuRpP22UKoqYdgysjyp8Ewwwe8zJFlh+sL3qC69i1mcIvIHPPns39Je+XKs5yuqTnHqIpd/9D+haAaD1iqNx7+l9fQL4uBo6wvDqVCcvkh57hpWaQbNLCKrGmkSEbpdvO4Gva2HdDfuEridsSQekiSjm0UKU+co1M9jl+cwCjVUwxGkJ88xC70uw/YavcYjOmu3SCL/2HuUbpWpLN5g7tofkcYh7dWvWf36P5OlCbpdoTx3hfLcdaziNKpRQFZU4sgjdDu47XWaK5/jdtaPPR6H4dtBeGwH5+13UUtl/Gcr9D/9LcH6Gqk7xFhcpvyjHx98UpqSBgFxt41sGCi2c/Axp0ZGGkdEgw7tW79BUjVq7/wQozqNYtj7HhkP+wTtBlmWohWraMVKvonT3c0T3yVobpLFMapTQivX83H5M2IFkqjEaJo0qopkmQjLPESadCzSDMIwHT1PkkAzJZQx2zxxnHGKhccLQdPlUSULGPkJ8eKelvl2GI3zTzDBBL+/yLKUQfMpVmUOuzKPbhaxS7O4hWd5FeN4GIUaTn0JWdFAkoj8PoPtJ6TxYZIICVW3qC2/T2nmMlZlVgRYq4bIgJQkJFnFLKhoRgG7PE9x+iKdtdu0127l2zz6XlK/8DHVhbcxCzUU3ULRRMCvLKuiui0LY1xZ1dHMInZlgfLsZRqPPmHQfHJ0JUnaufbKyKqBoltIskJ18R0q89cp1M+hGgUUVR+9D02WRZK9otHZuCMyKU+JbwfhMQzMc+dBlgnW1xje/ppkMIA0RS1XjnxeFsck/T5afQrZMMZ+PUnVUO0iSeAJ3c3eMmKWkcUR8bAv8qokGVlR4bmVfeK7BJ0GYbeJahUwpxaw5y/iN9dJA58DJ5kso9pFsjgiCf2REDoJPIL2FmG3iVGbxqzP4Sxewm+s5WaHz21HklCtgkhpD7zxAklzU7+970CSJE57+5by5+3bdDY+x9sxNXyleG7zvpsw7Avx/Mu8dLcZ01wPJxNaE0zw+44sxe2s4/caJFGAohlY5Tms0txYhMcsTFGoLYMsEwdDgkGLoN8kPYQ86HaZ0swlaufex6nMI8kqwbCN660RR+L6L8kqmuGg2xWsyhyaVUSWVdI0obdxlyQ+ehJX1W2MQg2jMEXk9fDcDeLAJYlDyFIRw6QaGIU6ul3GsUqYhRqh2yUJXdzO+onvV1Y1dKdCceoi1cW3sauLALjdddI4IEvz19FMVN0iTWLi0CVNTh/nc6aERzNlDOsll8rPIfRSJFVDq9RIBn3idpOkN14gaZaKkE8tFzWPC9Uq4CxdESLiYY8k2CnP7bjuyhi1WfRSDbKMcNDZ78KMmPQKu02Gqw8onL+OOTVP5cb36d75hLDbEh4+5I7FsoKsG5hTi0S9Fv72Ommae/3EEVG/zXDtIYppoVemqLz9Q7p3foff3Mg1Ojv7pSCpKub0Aonv4m2ukkXp8YwjdzYO/RTdklEUkGQRDHraioUkg2GKTCsQLxt62dgC5NeBOMp2zSyBQTfhyV2fRze93Z/vvO2RcPyIf+/5mTdMaayF+O5kQmuCCX7fEXpd/H6DcNjGLM9gV+Zwqgt01m8dez2WZAWzUMOuzCNJMn5/G6+/dSgpkWQFp7rIzKUf4tSWybIMv7dJe+0mg+YKwbAlCJduY5dmKM1cQlHfRzUcSrNXkBQNr7tBOjx6uMXvbTFoPCaJAoatpwzb6/j9BpHXI8sSZEVHt0tU5t+iPHsNu7Yotj9zicDtjEV4FEXHKk4xffF7WOVZktClt/WQYXuV0BNGvbKiYzgVzMIUimbg97dF2+yUOFPCc+HdAu/8cfUsN8nNn3d4uiEhKQppHJNG47M6SZaQNSFkPk3lQCuUqd74HqpVII1DokGPxB+SxhGSLKNaBYzqDFqhTOIP6d79jLC7fWA78bBH8/OfIykKxfNvUb7yHvbcMlGvTZTnXCm6iWoXUO0SimnT+uq/Ena297kjJ1FA+9ZvkWSF8tUPKF24gTU1T5gTsjSOkDUD1XJQnTKqadF78BVBayufDDv+vcdRxrCXiERyRUJRhJeNNqb2ZgeKKuGUVVR9l/B4w4TwhODY14nQT/eJk/udhAdfuvzlv2y/FFlJU0HsJoRnggkmAPD62/QaDzGKNQynjlWaQdVtktATQdTPQ5IxnBpGoY5mCAmG29nA624eun2zOE1x6jxOfVm0edZus/3kU7ob90iTkCxNyLKMOHSJ3A7+oEno95i++MOcVM1RnL4kMh6Hh1ee+ttPcLsbSLJMGkekSUSaJpAm+TLbI/L7+P0mSRQIIbJTxShMYRamxjpOsqphODVUo8j240/orN1i2F4TFZwsHUUZeb1NJPl+bmnjjrXt53GmhGf2gsVHf7d+lpuk9SzgyVpC4nnImi68bcaBJCHpBmq5ShZFeRtpPCSBj994hjV7DtUuoFiFvDeTjlo/WZowXHuEt/mU/qObRIODVacsiYn6LTq3PyXqdUTkQ7GKXp3GqM3kCnfR80njGG9rVZCd5yer0pS436H34Etib4A9fwG9VEUv1zEqU/u2k6UpfnODoLU5FtkBCNyUjdUQq6CgG6BqMlML+siXZ1xousT0goaZV/nSJKO5GTHsvTkkoNuK6ezxF9JNIWLud+JJ+OdLIMtSomjI2tNf0Nz6et/vonDIsL8hyuATTPB7gmDYor/9hNrye6Kl5FQoTl+gv/WIODx4w5ZlGae6iOHUQJJIkwivu4HfP7iYBnCqi9jVRWRZI/KHDJpP6TceHZgGyzJI0gR/sE37WUJp9iqGU0XVLYrT5/F7m0cSniTySWL/yKpUhjD9TZMIr9fA622h22U03UZ9Ttd6FCRJJklC/N4W/cYjhq3VA8cnEzsz1vaOw5kSHquoMLVsjvXYnSkXRREzxDvSjzRvr3iDmMhPRSZSFBM1t9FqddRqDbVWJ+51IT5a4aoUS+jTM6jlMuHmBkmve+Rjn0fs9ug9/Jqw30Uv11AtZ2Til6WpiJ4YtPEba4KkdFtHKtKzJMFdf0TUbxN0GphTC2jFCophIkkyaRSS+C6R2ydobeI3nh0qTsvSRLg89zuEnW3MqQX0Ug3FssV24ogk8IjdgdjO9pqoEo1R2XIHCSv3fObPGTglBd2UWL5i8mVZBcZzWgYwLJlzV03skpjNThLYWAnptV+xEvkUaG1GNNbDUcWvUFaZXtQxbRnfTSdZWC+ILBPTGs3Nr09+8ATfKkiahuI4qLU6yDKp75H0eiMd5QSHI/YHeL1NgkFLtH6sMuXZq7idjUMJjySrOPVlDKdGmsQEwzb+oEnkHz7ObpfnMItTZFlCMGzj9bYI3c6R+5PGIV5vi8jrkcQhiqJhV+ZRzcIx7yIbe2o2DgYEbpssS1EUDUVRR6PrJyGJPHpbD/C6hx+bs8KZEp7AS+k1xwyKVCR0Q8Z0FOQ9exEFKc1nPk++HtBcC1i9MyQNVIKnT9CqNcylZYrvfUDv009I+s9VVXZYkyxjnb+Ic+MdZMsmbGwSNQ9nyYch8V2Gqw8Yrj4Y+znHIsuI+m2ifpve/S9eajux26f/6Cb9RzfPZt8QOpb7X7q89wcFskzFtGSufmBR+Q/jnx6SBE5R4dqHNqWqQpZlJHHG6gOfduPNITyNtYjNpyFpkiErEqWKwvx5g/qshjdI8YaTC/gEE+yFUixhv/UW5T/7M2TdIFhZof+7T3Bvfk0WjL8g+n1DlqXEwYB+4yGqYaPbFUpzV2k8+oQA4TmzCwlF0XGqSxhOhTj06G89JPR6HMo4JAnDqaJbZbI0Jhhsj0cUsow4GJJEPqpmYNgVVG28IsVJSJM419Vko4qGJMljeeUkkU+/8Uh4+LxCnCnh+fKvWmw8GJOdSRKyLEzvytM685dtrv+oTG3eIAoz1u673P5ll60nHomvMLj5JdrsLOa58xQ/+gH6wiLR9jZyHt+gFIpYFy8j2zZ6fQp9dh61XCFqbuM9ekC4tXGWb/U7hV475uZvhvzxP4mYXtDRDGEYeP0jm82VkIdfn+xgtHjJ4L0/LFKd0dAMmTjK6DZj7n/hsX1cLtprhj9M2FwJufWJy8UbFnZRpjKl8vf/D3X+4l+0uPe5+40E1k4wwZsKfX4e8/JllEIBSVbQ5+dw3nkH/8F9kgnhORZJ6NPZuItTW8YsTonR8Mo8kd8jdHe7Dprp4NSX0UzhbxOHHt2t+0SHmBVKkoKim7kpn4wk6ZRmL2MWp4hP0rZIYBZn0MyCuAerRu7kf8xTZBVVt7HKs5iFOrpVQtHt3IRQzTMtFVTdRrdLyLJ27PYOQ5rERH7/0Em0s8SZEp72Rkh743Q3N1kBp6KxetelseLz0d+rU6hqLFyxufebHmkKWRQRbTcY3hLlcnP5PNbFKxhzC8L8RZZRCkXM5fPoM7Oo5TJkELWauPfuEDxbJXFfXZns247Qz2iuR9z67YByXeXiDQvDknj7Bw7+MCWOMjZXQ4JDBLmKKjG7rPHhHxf53p8WsQsKiiLRXI/46lcDNp4E+G9Q1SRJYHM15Jf/qUupqmJYBnZR4f0fFxh0E0xb5uldn34nIYkPZz6yAnZBoVhVqU6LwNX2VsTK/cnFf4JXAEXJ43MUEZCcJGO1Cc7s5W0btVRCUkUki2zZqOXKiTfKCSBJItzOBv5gG6e6iKLqFOrL+IPt5whPkeL0xdHYdeh1cdtrJOEhi01ZEj47siK8aCRh5Kdbh4dTH4Usy3Ydk4+AWZzGrsxhVxYwCnUMq4xqOCiaMdrGTgVKzv14xslvPLgvKUkUHC7mPkN84z48aQL9ZkS/GfHkqz66KfODfzzNh3+3zuodl2E3ZnMo0sbd21+Tui5ZHGMsLKJYNigqqeeJKo9TQLZssjgm3NrAu3eH3u9+I0bGJ8v2YxFFGb/76z7lusbMoo5VkLnyno1hyqQpfP6LPq1NkWCepeKcVjQJu6Dw4U8K/OgflLnxfQdJEt42T+54/OJ/7dJrv5y/zatAazPi13/R5er7NoWyQmVaZXZZ54//SYWpeY1f/ecuzx4FuP2UNMmEUH2P5kw3ZabmNRYuGlx4y0JR4OvfDCeEZ4JXAsVxUMtlZMsiajZJ+n0Rq/OakIYhqR9AmpJJElkYkAyHr/zm9J1A3tbyupv41SZOdYFC/RyD5gr9xuNc+ymhWSWK0xdQVJM4GOD3GoRu51CvGQlhJrjjeSbIgi+iFtLxKyRZbsB26Hh3Hm9RnrtKbfk9SjOX8/iIkCQOxPRy6JJEPmkckqYJqm5i2FWs0gxIpyfDafbqifw3Tnj2Ik3gwad9ppbNUYtr87HH5mPBctMwxHv8kHBzHbVWQ5+aRa3VUGxbCIqjiGQwINzaJGo2iLtdMZ31pt1x30BkKTy+4/O7v+5Tqqp8/89LGJbEwkWDf/x/nuLH/22ZzZWQxlpE4CZopgjLXLhgUJ1WcUrKiNjf+8Lltz/tceuTwdgJ5K8TUZTR3or5z/+fJkmc8eP/toxhyVRnNb7/5yXe+WGBfjem14zpd2KiMEPVJAxLximplKsqhi2h5q7NK/d87n/5osElE0xwPKxr13Heex99Zprez3+Oe+c2UaNx8hPPCOH6Ot79++jz80iqSrC6yvCLz0j90/ug/L5i2F7DKs/h1JawijMiMkG3iYMhsqpj2BXsyjyyouE3mwxbK0cSyizLyNJoNHiRxiGt1a/obtw9coT9KGRZRuQdnDBWdYv68gfUz32AU1sWgcmdDbqb9+ltPSAYtkT7KUtHxMmpLlJdegejUEd5Q6t/bxThAWitB7Q3AhRVYu6iRWlqTz8wy8iikDgKSQOfuNNFtkwkTUPK08SzMCQZDkkDn+yYKa4JDiIKMh58LVp/vpty4wcOs0s6pZqCVZCpTGksXxWtHkUR49xOWfj1ZBl0tmPufe7yq7/ocvM3QwLvzSM7gGh3RhlP7vj87N916HdiPv6TElMLGnZBwXJkSjWF6XmN0M9IkgxZFhEZui4qPLKyf7IweoO8hib4DkGS0KamMBYWkG0byTSRlNd7M4m7Hdzbt8SQiCyT9HtEW1tkp/BE+32H39/C7QjnYFnRMAt1nOoCva0HmIU6ZnEaWdGBDH/QZNh6dgzhSYlDjzSJREi1+CGR38frbZ1637IDk3YSqmZRnheZXGQZXn+LxuNP6DceEbod4sg7UEiII388Z/9vEG8c4QnchMBNkWUoTWlYhcN3MQ0C0iCAzuvdv+862lsxXw8HBH5Krx1z5T2L+pyGU1IwLJlCWUNWJNJEGBYGXkprM6HTiFl94PPZ3/a59YlLa/MNvxhmwnTw9idDOtsR3jDl4g2L6UWdQlnBdmQ0Q8awhBFjljtSJ7EwafTdFHeQMOgm3P7dkPWnb44we4LvCGQZyTBQS2UUx3n1sStHIAsCos0Nos3J4MeLIvIH+H3hU2OVZjGKdQr1c/Qbj7HKs1jlWSAjDlyCQRN/2Dy6M5GlJHGYRzwESLKCYVdQVONMCIcky6i6jV2ZQ9UdQr/HsP2M3ua9YwmVomoiE+sFNDyvC28c4ZFkkGVAAsNSUMcMnpzg7OANU778rwPuf+myfMXkoz8qcvk9m7lzOuW6ID6hn9HvxGxvRDz40uOrXw64+4XLsJuMn52VierITv5UEmcv5IOTphlxvLud9IQ0jeff66ObPo9u+ixdMbn6vsX1Dx3OXTOozmg4RQXDkkgSYbsw6CY0NyLWHgU8vu1x73OXzZUQdzCp8ExwtpAUBa1WQy44SJr2WnU7E5w9Qq9Ld/MemlXCcGo4tWUkWcUqzWKVZsjSVBgNDppHBIXuQZYSDFuEXherOCNCSq1yPgb+ctciWdFQDBNZEVNgSeQLAfUJ+6TqDoZdfSHR8uvCG0d4KjM65WldtB2CVEzKKAqKZZMlCVkUjteqUkQ+lWJZJL4nqkHJm11ue9MQeCmr93262zG/+ssuhimL+AlZkIo4EqnqXl7p8Abjk50kynj2wOdf/t+2+It/Llw+ozCjtXW6ylCWwr/5fzb4q3/VHpHj7fXo1NsBaDwLGXZj7n7mYtpCn6OoErIsiTDWVJCyKBSVLW+Y4A5SQn9CdiY4e0i6jjG/gGI73/SuTHAGiLwe3fW7VOZvoJlFDLtCob6EXZlDN0tkaUK/+YRg0Bxre4PmU6zSNFZpFkW3Kc1eIfC6dJ6N49EmiUqMBFm6O2kFwuRW6HPy6StZQTUcJPko531JJLzXFrHLc0gvIFh+XXhjCI+sgFVQufxhieW3C6QZ9FsR/jBBNkysC5dQSmXibgfv4X0hmDuGycqqhj49g/PO+4Qbz/CfrRJtnU7Q9fuONAF3kOIOzn5lmWVi20/v+jzNf3b1HYN3PtT58Z9b9Nopd7/yWX0UnUiiVh8EnMYR+igEnsjZepOMEif4/YWs6+gL8yjOeBb9E7zZSKIAv9/A7zfQ7RKaVaCy8BZmcUp47wQuw/YagTteKoDb3aC//RSnuoxRqOLUlsjSBEXRCYYtomAoKkWZsG6RFQ1F1VENB80sIisa/a0HhF5v3zRYmiYkUUAUDFENG0W3KdSW6G/P5a20IWSZ8OcxbAynRnn2CoX6eWT19B48rxNnSnhMRxnFCowPCUkWz60vGLz7p1UuvFsgjTO2nnj0WxGKbWNfewvz4mWC1acE66ti1Py4go0so1XrlP/gx3gPH5Al6YTwvOH44Z/Y/Ok/KrB0UWftacS/+H+02VgVU1ITTPCdhaKIwQtVHfntSIqKNjWFvrCIbOeER5JQCgXU+tRYldSk2xl/kkqWkU0TpVhEpAUet+GENAxOHS0hqSqSYaA4jsiK8vxR5I9kGMimiaznPi5pShpFpJ4nxNE7b1hRkHUd2bSQVDWvUKQiL/H5x54GioKsaUi6PvockHYqGiKjkDy8OgvDFxJs74iNh61VjEINuzQnqj1WkSQJCdwOfq8hCMUYiLweg+YTOoU61cW30a0ylcW3MUvTDBpP8PpiW1mWIisqimaimUXMgggylWSVcNgmDt394+9ZShy6uJ01VN1Ct8oU6uepzDeQFRW/3yRLYxTNxCzUKUydozx7TaS7D7axii82lv46cKaE5/JHRT7++6cLD5UUCbOgUKprTC2ZOBUN3ZQJ3IQHn/ZpPPWQtCra9AySrJAMh8Td7ontqdT3iHsdkm4XtVRCLVde4p1N8Dpw+YbB+SsGmg7nL+vML2sUSzKt7UkrcoLvKBQFtVxGn51Fm55GqVRRyxXUShm1WEJ2HHFjRxCG4sffw3nv/bGIxvb/8q9wb90c67FKsYh19RrVv/8PjmldCMSdDv7Dh3T+5q9Ih+NHAajVGvb16xR/9AdIisLw1k1a//bfgKpinjuH/fY7GOfOI6sqiecSbW7S/+xToo0N4bUGqIUi5sWL2O++h1avg6qQuh7h+jrDLz4nXHv2QuPyaqmEsbiIsXROfA7lspgAlmSyOCJxXeJmi2DtGcHKU4KnT0/e6CHI0oR+4xF2ZV7ESBRqSJKEP2iK4M/IY+zwKkSa+mb4C9Ikorr4NlZ5Frs8j1mYygXMuz5iorggI0nCGTn0usLO5ZDtxoFL49EnohpklZBVnanz36O29H6ewp4gSQqyoiBJCqHfp7X6OcGgxbmP/inq78NYen3R5O2fVMd/giT+qJqEbiqYjoIkQ2874uFnfe78qktzLUAqKyhOkTTwSYb98bQ4WUYahcT9nrhwmGeTFzLBq8PGakRjPWJqTmVzLWZ7M8Y9xN15ggm+K5B1A/PCRaxr19Bn50SlI/8jaVoerCwqLpIkIVkWsmWNuW19/B2RJGTDQC2XTxx7z9JUjMifQIwOvIQiI5mmIBOGgVqpIDsO1rXr2NevY56/gFIsiimhOEYti98Pv/gc7/59JE3D+ehj7OvX0GZmkU0TSZZJowi1VEJxbIZff83wiy8Ya/pBUVBsG+vadczz59FmZlAKRWTLEsc/J5qkKUoco9bqImbj4iXC9XXc2zeJGo1TicmzLMXrbY2qL6ohwp8jr0dv6yFJeDqylqUxgduh+fRz/H4Du7qIXZnHsIUj8o7wOEtT0iQkDj0ir08wbDHsrOH1G4cKpNMkwu2s0Xj4G4Jhm0JtGd0uo+oWSDJZEpPEgahKdbfoNR4yaK2iqDqxP0CW3xi1zD6c6V5phoxdOeUmMyGaisOUVi9m0I54dtfl5i86rN4d4vUTzIr4Msbu4FTsPUsSEneIWq4iveG9xQngi994JAnMLqisrUTcvxXgv6lePhNMcBaQJWTTQrZsJF0XCzXfJ/V9JFVBKZZEy0uWhXDeHZIGAVl88g39VNfKOM71kQ+QVRVkBUmRQVZEq8myBME4owkcSZZRHAdjeRnn3fcwFheRLZM0DJFNA8k0UU0TpVAgGQ5JPB+1VMK+cQNjcZEsjsmiEDQdxTRRTBPZtknDkGBlhbjTgWNymSRNQ61WMS9dwnnvA4zFRdFqQ0QZpXFEOhS6QClvOaqVClK1ijY7i7G0hKSpeHduEzx7dirSE4cukT8QAZ66PWpnua1npMnp9ZJZGuN21giGbdzOBk5tEcOpohoFFE1HkhSyNBH6m9AldLv4g238foPI7R4+1ZWlxMGQ3uZ9Qq9LMGhiOFUxdi4rZElCHHqEbhuvu8GgtUocuOh2hdazr9HNEoPW0yPbi0kU4ve36azfQTOcnHhFx+pyzwJnSniG3YiNh6dwnM2E02McpniDhNZ6yIPf9Xjy9WDkrgyIVY6iiF7taSat0ow0ikCWTr0ameD145c/dfnlTyeZZxP8/iCLIsKNdchSwkJh3+8Ux8F+9z1xI5bFaGS4vk64tUU6OBgq+TzidmtsPUvquvgPHxG3O4LgGAaSKSpNxvwixrlz6AsLL/Qej4JaqVL44CPM8+fJkphwbY00CNBm50T1R1WRTBNjYRFJUdDn5tFqNVLXJdzehixFq1aRqrVRtUafmcW8dAn3669I3aMJz6iF9w/+IbJhQF4FIU2I+32Sboek34cMZMtCKZVQKxXQNEF+ajXKP/kjFNsmGQyJms3xqkp7kOXNpMjvE/SbosX0Ekgij2F7lWF79aW2sxdx6DLYfsJg+8lYjw/dNk8//bcnPi7ye7Sf3aQ91kTZ2eFMCc/Nn3dYvz8+4cny/2Zp7scSZrj9GH+4/8TJ0pTU95ANU+RnjQlJVVGLJeHQPHFdnmCCCd4wZFFEuPaMaLtxoJWkTU1jXLwoKiuqSpamhGtruHfuEDVOdtRNhsPxBbz5NTbajsXiUJKRZEkQAT9AKThnTniUUgnz8mX8R4/w7t8lWFkhSzOMpSXsG29TeP99APTZWUGATAP31m28e3cJnq1CBsbyEvb1G9jvvCNIT6GAsbCAd/fOka8raRr2WzcofO97I7KTeh7R1hbDLz8n3NwkGQxGVTRJlkULrl7HeeddzIsXhbZK1zEvXSaLIjo//S9jHm8JzSxgOFUR9ilJuJ113O7E1PF14EwJT287ord99g67WRwRtVuo5SpqpYpSKp04IbDjUKrVaqRBQOJNKgcT/P5ClmFqyWRq0aAyq2EXVVRd6EPSJCMKU/xBQmsj5MnXQwIvGXvBWpvXWbhssXjVZtCJeXbX5fHX44tZf6+Rt7A4pP0kabq46e7cRLOMxPNIel3idvvs9yVNyYLggIhVRPWcvTWFlE9ceQ/v4929O3pPqeflk7nXkHR9RPgS18V//Aj37h2SrqiGpIGPpOtYN24IYmKaaLX6rv7m+dfUNIzlZcwLF9BnZgWhCwKCp08Zfvk53oOHJL3uwSksWUbZboi0+ijCef99ITivVjEvXERfXCJYXTlRxC1JMnZ5DrNQR1Y0yFLczjrehPC8FryZyqLnkIYh4doztEoVfWYW68Jl/JUnJIP+wRNTkpF1HW1mFmPpHGq5inf/LnG3843s+wQTfNPQTZnKjMY7Pylz9eMiy9dtKrM6hq0gy3lEyDChvRVy75M+m098wiCFZLzqwMJliz/8p9N8/x/W2H4W8Lf/qsHT28MXcs2e4PcHWRyT9PsEq6v7CFzS7RA1GiSDAUq5jKRppHFMuLlJuLE+IjsgJsaijU2IIrJcayOEz4cLryVdx772Fvr8gqju8P9v782C5MjvO79P3pl1dVff3egTaNzHHMAc5HBIDWmJkkhxZctrMbx2+MGSww5F+G2f/eCHjbD3xbGOtdcKrx3aXWvXu5RoUSIljngPOZwTM7gaR1/o+6q7Ku/DD/9CNzBoAA2gMQcmPxEdEwOgs7L+lZX5/f+O7w+Cchnn+jWa779/70xAHBM1m9jXrgJgTEyg5HLIuo5S7MQ6dIioXse/r+CRkFWNXM84Zl50UYV+C6e+jtcqP9zipTwSnw3BY9u0rk9hDI9iDB2g+JWv0Xj/HeyZGwRbGzsXqSQUvjk8Qu70s2QOHwVJwl1exE/nwKR8ThkYN/nyP+zn1KsdFPt0FE26Y/ipokjohoxuyVQ3AnwnJg73XizeO2wwciyDZsj0j5v0j5ropoLnRE+6BjHlM0zseQSlrV0LfmPfIyyXRf2SppH4Hv7qCrH9kZKJOCb2fSLHQW17GcmmCfIuxdWSjGxamAcPonZ1bf+xfeMG7vz8nsoeEs8jKJVwZ6axjhxF1jRkw8Q8NIkzOwurK/f8XVlR0c08hb4JzHwPUeBSX5/Ga7Ynj6c8cZ6I4JFk6OgVIyLyXSq6qaBo8vaMrIdhcarFyoyHv7aKPX0NSdfQe/rIP3sW6+ChdrjVAxIkRVzsSi6P1t0DkoQzfR335hxh9ckoaEWBbEFmfFJneEKnd1AlV5AxDBlZEVk3z42xmzH1SszmesjqQsD6ckCjFj+UR5YkQb5DZvywwfCERu+ASqFTQTcloijBtRNq5Yil+YD5Gx7LN4M977JVFf7hHxUZPahRLUX8/O+aLM4GNOsxigKjh3TGDusMj2nkiwqGKT5Iz0loVCM21kKWZgOuXXQf6Bpw/BmT176ZI5OT2a0DNknEmImffr/J+Tcfogh+FyQJ+gZVxiZ1hic0ij0q2byMbkgEfkKrEVPaCFmaD5i77lPeCB/GS20b3ZDoKCocPCb8g7r7FLJ5MUlekkTDiOvGtOox1VLE5lrI8k2frfXoic7hyhQUDhzJcPrLnRT7dXwnYvG6y/V3GzTKAaEfIysSZkZB0STKaz6++3DXZXUrYGPRZWDCorzmUVr1CLz4cyt2Ono0jpzNM3Emx+I1m3d+UNqe85ayQxIGRI3Gro0oSRgRuc72JO8kjIhqNeJgl9RaHIuRQ3EsTANVZdd5TrJlonV3I+dyoiZKTAQWg1HLexvnACLl5q2uYo6NA+2ZZ93dKLmceCBEEYpqbEeZkiRGNbJkOgfpHDiCWehDkmR8p0Z58RJe6wmkJ1N2ZV8Fj6pJZIsaw0czDExk6D5gkO/SMCxlZ1f5kMeMo3VWbthErSb29HVxIR+JUDo6sXp7RYtcEJCQbDuUxr5P1KjjLi5gX7uCt7b6SGZUDyJXkBkY1jj2jMHhkwZjkzr9Qyq59mTx9rWP58S0mjG1csTmqni4Xr/k8euftHDt+IEPWEkCw5QYHtc5fNLg+LMmo5M6fYMqHUUheOIowW7F1MoxCzM+Ny7rTH3gMj3l0axFPGjzIisSL/1GhmdfyrC6GLAw61PZitANiYNHdU6dszhy0mDkoE6hqGBa4pN07YR6NWJh1uf8mw7TUx7RA1IhfUMqr/xmjp5+BV2XRHHkbcRxguskzF7zH1nwKAqYlszBYzpHT5scOW0wekinu1cIUt2Q8P2EZj2mtB6yMOMz9aHLtYsec9c8PDfZs/Ap9iiMHtI5esbg8AmDA+MaPf3iOrhD8LSHj1a2IjZWQxZmfS6+63LhbYcgSB7Gb2zPdPbqDE5Y9I8JH6qFqRbv/32ZCz+rUt/yCfwERZUwMgq6KROFCWHwcEplbc7lw59UcZsRpWWPmQ+aYgbe55R8t8Yzv1Hk5Cud6FaZ935YRgqTRzIAfqoJI2EouNsXLYnvcE1OYmExslsUJkkSIZqSRDxfJHnX9nnZstB6epD1tjdNGBI5DmGtRmzvvcYzCXzCcpm4fS6SLKNkMiiWhazrxK6L1dGPkesWvjVJjGrksDoGKPQdRNUzeHaVxuYcjdICoZfWl35c7KvgyXSoHHo2zzf+uxH6xiyMjEyyPbn60b7w197eydd6izeJalX89TWyJ05jDB1AzReE0AHRhu7b+OUSzvR17OtXcRfm9+fNfQRJgpEJja/8Tp7f/XaBXF5uT/8WD+w4EpO/b4kVM6PSO6By5JRBHMPUBy7XLrhs+gn+A0YnqJpE/5DGb/0neV77Zo6efpV2ByVxnBCFCZIE2ZxMvkNh7JDG2Vcs5q75/Nn/Wub6RY9qee8FFbICuYJCvkOhb1Dl2/9NkYkjOlZWbk8iT9prIJHNS+Q7ZXRTorwZ7Rqx+SiuI0SGpoGVlVEUMcRO16U9/f5esLIyw+M6f/jHRU6fMykUFaJIdAMmCQRBgixDZ5dCV6/C0TMGL34ly9s/a/Fv/7TKyoKPaz/4gpVlOHra4GvfyvPaN/PIsrCSiGLhL3XrwS9JYGUksjmNwRGNk2eFGP7b/1Bn+rJHo773IuGHoTig0zVobH9m85da/Pp7W1Q2/DsiMM3qo4fUV2ccVmccfvGdB3cOfR6wcgojx7OYuU+n2+ynhSSORXR+V8GT3DnUMk7uMwA62fGSkaSdn48gmyZqV9d2N9ytGiJIhAfSHpFUVexgbj3QbhlDmiayaZJ4AYX+SbpGzpAtHvjIeSYkUUBjY4atm+cJ3cZjTzdP2Tv7KnjGTuZ4+R/00TNsopkyXiumuunTqgb4bky8xyLI2ykt3zkUMmw1iedm8NdX234R4gdJhD1jzyP2XGLHfmKdWZIE/QdUXvxKltd+L0cmKxP4CRsrIdcveWyuBjQbMVEoUh2d3Qq9gyoHxjT6D6jUKzFz13xqlUjs7O+DYUoMjKj85/9tkdNnLTqKKkkCc9d95m/4rNwUD2ZNl+jqU5g4YjBxRCeTlRk7rPNf/kkX3/1XVX714xZOa2/rrygS+Q6FL/92jrHDOhNHdTwv4easy8rNgHpNpLkyWZlij8LYpJh9dfOGtycT7CvnXf6X/2EDzZDQdSGWzIzEN/6zAiefs8h1PJ5nUiYnceqcyR/+cZGxQzqZvILdSpi96nFz2mdrLcR1Y6yMzNCoxvgRg4nDOrmCzLMvZ8jmFf71Py8xe9XHc++9ZoYp0X9A5Te+kefslzLIMvhuwvy0z9w1n821ANcRu07Dkij2qAwMqwyNagwMayzN+SzN+TQbT0bsAOimiDaCEGJOM6ReDj636aYnjWZI5Isq/aPiHphyH5JEpKP2cltKEpIw2hbuj4KkasKluu3JJuk6Wnc33d/8VrssYo/IojFGLd45VUCk01QgIfRsQrdB5NvIqiHmaHk2bnOL2uo16ptzONW1VOx8zOyr4Cn2G4ydzGFkFJautpi/2GTxahPPjgj9W4r94Vi+8RHREkXCbdRuCeUhy8iaBkhixkcYPtRAu0dBlmH8iM6h4wZ9g8LB+cO3HM7/yuH6JZd6NcJ1EuI4QVUlMjmZjqKIJPQOqgR+wsJMgOs8+Ms+OKLx6teznD5n0TuoUq9EfPi2w+X3XRZmfCpbIb4nXifXIdM36HL2FYuTz1sMT2gcPmnw/CsZylvRntNDZkbi2BmDfIdIyVy76HHlvMPiXEB5M8KxY2QZDFMmm5fpHVRpViNuTvt7SmU0ajGNmr+9lqomoekSL7ya4fDJx4/7Hzll8oWvZjn+jImmSSzOBVx4R6zZ+nJAvSquR80QImT0oMvZVzIcPWPS1adwwjB58ctZfC9hZure7biZnMzxZ03GD+sUu1VcJ+bNH7W4+K7DzWmfejVqDz4V7y+bl+nsVujuE5GzWjli6kPvfoawj42qS6i62IHGcULgC7+rlCdDoVuj54CBkVEeul7xc8etVNRec7mPmROUFHlnOCkiFSUZBvrg4GMdd/v4snCmTpKYZnmRKPSob8wgKZqwFAg8AreOXV3Ft2tE4UOIrJR9YV8Fj27JZDtUZBlm3q/z5nc3mL/0YEfQR6ZddBY/jPvyPiDJMHpQp3dgJ2R9/k2bv/vLBpur97Ezl8DKShiGTJzc1/kcENGhg8cMXvtGnu4+hcBLmL3q81f/psbMlEejtpuwc9lcC4kTGBhWMUyJU2dNShshF9ujGx5037AsmePPmEQxzF71+OFf1HnnF7YY4rnL70oSKKpIcT3sRxHH4HsJvpcQeI8mim8/D8OUeOZFi3NfymKYEo1qzIV3HL73/9SYu+4R3mUT5XPtgszGWoiZkekoWuQ7ZF56LcP6SsD8df+e78nKyEyeMMi3I1KuHfPTv2ny4dsOtcq9F0JRIZOR0QwJ39sf8aGbMvkuFVWXUVUJWRU1c/1jJtn2uJckgc4+jYnT2V2P0ayE1EsBnrP7hkFWQLcUin06Znb36EUUJjTKIZX1h/dt0QyZbIcYJBwGCa1aSG1TfGCaKWPlFKycgmbspEFvGZZ6TkSrFhJ48T2jZZIkXsPKK5gZBc2QUFRZDMVObqWiIfRjfC/Gs2PcVrSdBt3teNkOFSMjo+kyqi4zcizD2Knc9qDtQrfG+Mlsu0br7oP4bsz6TfdzKUIT2muyp7d+W3rrUZEkJFnZ1qG3ipbjfdoki/qiBElKMAo1JL1Jqx5SX7V37msSWJ0GHcM6qmkRehHNDQe/tfMw0HMaVqeOWdBprNm4NX87OyLJEqqpYHXoqJbabgaSRGmDH+G3QtyaTxTc3SFp5DQ6R3PYFY/QjZBkyBRNJFkidEPsikfghGimilU00DIqSZTgtwJaJZcoiO/9EUigZzXMvIaWUVFUGWRJpPW9CK8Z4DUDQvfuL6eiyxh5nXyfhV3x8Jo+cZhgdRroGRVFFyaYcZQQuhG+HeBUfeKHrDWEfRY8vhtj10NUQ6ey7lNefToVrCRJGKa4wYH4ztbKEbUH1MkkCTitBKftJP0g4dE7qDJxRGd0UkdR4OpVj3d/aXPlvNuOHOzO5fcdhkZVnn3Jom9IY2hUZ/KEqGOpV6NdHvp3Irc7z66cd/nV37f46febos7oHi+ZJLSP+cnetDVd4sCESMENHBB1Tlc+cDn/ps3stXtHUpr1mLd+YnPyOZPRQ6LgePK4yehBh2xBplHdPRInK0L0qKq4hYYhbG2EtJr3vw6iEJqNGJrs25L1jhh88fd76R02KXRrZDsUsgUVMyuKkUFE0l75/V5e+Hr3rsd4+wclfvGdDRamdvfQMTOiNuV3/2iIg2dyd/8DoFUP+eV3N/neP19++PcwbHDmK5289u1+yus+779e5vU/W9v+u2MvdnDs5QK9BwyyHSqqJmE3IkqrHgtTNud/VGZtzsGu777+iiYE4PGXO5g4naV3VKyVbsrEEfhORKseUV71WJ1xuDnVYuZ8k2YtuEuQSO3I5MlXOhg/maPngEH3AYPOPp1c585G6NnXipx4uUC7jPEuVmcd/o9/PE1p1UvTjE+aOCYOg+2PIYkiYtsm2Nwgch6vGxRot9h7KIbCK39yis6RHKsXy7zxzy7iNcRNV9FkDr46yOGvDdNzuIPyXIO3/+UUS+9tbh+n/0SRY18f4eCXh/jV/3aJ6Z8s41TEBkLLqHQfKnD4qwfoO1okP5BBsxQCJ6S22GLlQokbP1qivmoTODs3PEmCgVNd/O4/eZnL/98cmzdqaBmVk98aR8+obE3XufLX86xfqdB7uIMT3xhj4FQXfitg6f0tPvzOLM01m9Db/bul6goDJ4qMf3GAgVPd5HpNFF0h9CKqCw0W3tlg4a11tqbrd21qc30WE68M8NJ/fYIrfz3P/Jtr2BWP478zxuCpLgpDWTRTwa37VG42WDpf4vrri7S2nIeyz4B9FjyrMzYXf17hhd/p4cCRDKMnc1x+o/LUfZGTJKFWiXDa7cSSBEdPmyzMiNTJ/YTMw0Rlxyd1Rg5q2w/UxTmfqx8KsXO/44QBbK1HzF/3KfaoWBmZjqLMxBGd65c9GtX7fyCSJDqLrl3wuPCuc986lk8ThiVx/BmD3gEVRZUIg4RrFzwWpoP7RtNutcGv3AxYXQzp6dfQdOjpF/U2Nxq7i6UwSChvRnjtKI1pSZx9JYNjx8xd9+8rZpJ92LDeTqagMn4qR/eAjplX0TSRylLUW5474hpSdRlZ2T3XohnybrWe28QxBF5MsxrSqoVohoxuCv8eTReREkkGw3q0Yl1ZEZGqbKdKgoiOqJrEc18rcuKLnUycztLZq2NmFeESLUvkOmMKPRq6ITP16xryLv4rsgKZvMq5r3dz/OUCAxMW+S51O1okKxIkEEUqHb0J3YM6Bw5bjBwXr/fhTytsfaSWUJYlNEPmyLkCR18oYGQUzKyMbiqo2s45qJp0TxM8AD1NfX1sJFFEcnuRdBAQ1mo0z5/H31h/7ONHtRpRs4WiQOBG6FmNzpEcsroTDZVkieJYno4DWbI9JoomY3bo4hpo3w8yRYOO4RxaRiVwI3w7FNd6n8nBV4eY+NIgXeN5ojAmsAOcqodqKHQMZ8n1W/QfL3L1bxdY+XCLxvqOkFM0GatTp/dIJ7l+CyOnkUQxekZl6JlujLzKwlsbZHtMiuN5Aick02Uy9nI/siJx/t9NU124M2MjqxJmQef4N8YYfr6XztEciioT2CFeM0DVFboPFcj1WfRMdnDth4tsTFWwyzvfJ0mRUE0Vs1OnZ7IDI69hFHQ6hkQkulVy0QwFq2jQf7KLXH+GbI/J9dcXWbv0cHYz+yp4Nm46XPhJmWxBJVNQOf2VIkZGxq6FeE5MGNwWbt7jzb625dOoxCgZC9nKkkQBUb1+V3uipKoohQ60rm5k0xKW7Y5NUC4LR+YHhTUegjiGxVmf9ZWAE5GJosDx50x8PyFbkNlYCShtRNSr0WPVZwyNaQwc0LbFzeZqyNJcsCfR1KzHrC2H2x1cVkZmeFxjYSagwf0FTxyLFNPirM/y3P6PCnlSGIbEwaMGnV3KrXpIFudE8fBeKG9FlDfD7Yd+oajQP6QyM+UT7XLBOq2Y6Ssez33B4sBYgmFKvPjlDLIC3X0OGysh5c0Iu3XvNMt+YddC5i422ZhXUW574PYOG/SNmnQN6iQxLF61WZja3Q12+nyDZiW85/UVBjG1TZ9Lb1TZuOmimULwDB60GJq06BrYe6fLgzAsha5Bg4kzOc7+ZhfDR7MoqsTGoit8gmJQVOEfZBWEoLAb4a5+N1Ze5ci5PM//R0UOPZdH1SQ2FlzWZh1hCxGJ1nzVkEVdWqdKvqiRxCJNv5tATBJhW7C56KEZOw+Bzj6dvhGDgQkLgLU5h7mLLaJ49whpZd3Hs++TKkjZN2LfJ2w0tr19kMRGwF9fw5uf37fXSSSZ5rpD6EaYBR09q+I1RJpGViQKgxkUXcat+5gdOlanjm6p+O1hp2ZBxyoaOBUPr+4T+UKUjL7Yz+RXD9B7pJPqQoPNGzUaazaBHaJlVDpHcvQc6mDsC/1Egbiu7eoKkX/n/b44mkNakqgtN1k+v8XAyS76jxcZOduLZqjUV1usfFjCKXuMvNBL92QHE18aFJGj5dYdzUeZLpPh53s4/NVhsr0mrS2XjasVWpsiBaZlVLom8vQd7WT8iwNIsrQthj56XgDFsTzZPgtJgq3pGrWlFm7dR1ZlOkdy9B0r0nOogJHTqC42Kc/V70gHPoh9FTy1zYBrb9dwmxFf/vYAz/9WD+d+u4e1OYfqui9uSL4o5t3rF/zSz8tc+8AXE3uHR4maDVpXL4tBbbflXZV8geyRY+SfO4fW00cSR/jrazQvnMe+cY2wWnnsordbxBFcv+hx7IzP2VciCp0KB4/qDI1qnHs1w1s/bfHBmw7TVzwa9ZjAF+3JD5sm7ulX6eptt1C2a12iKKHQ+eDuD02X7ogE6YZEd7+Kpj94OxmFUKvEVEoRrSdoirffqJrE0KhGrrCzZp6bIMvSntZMlqU7/IoyWZmOLvVWU8ddNOsxH7xp8/JrGUYP6eQLMqfOmYwd1nnh1Qxv/dTmwtsOSzcDWo2IMEhEDdUTWNLlaYf/8E8X7vrzF367iy98q5euQZ0wTHjv9dIjpZsAQj+htOLz5l9tfeQ1unn1D3op9u+j4MnIDB/J8OX/tI/x0zkapYBr7zSYvdiktimK482MQs8Bg8FDFkmSsD7v3jV4GKDQpfLK7/cydiKLqklU1nx+/VdbTH/QoLTs4bkxZlYh16nS2aczejzLxKksvhdz+Zc16qW7BXMcgduM+Nt/eaez7vGXC3zh93q2Bc+VX9f5f/+nm8KI8ZFuPx9JpT3KIVIAYRgYlkoQhiRJIqaeF4ttZ2Z535pdkgQa6zZeI8Ds1Ml0mTgVjyAOUQ2F/ECGwAmpr7QYPttLtsfC6jKE4JGE4DHbD3TfDpEViUyXyYlvjtN3rJPacov3/s11Vj4o0dra8ZcTqaFBXvmTU4x/cQDfDli/Uqa56ZDcJlIKg1kW39vkrf9ziuaGw8EvD4EkMfnaEF0TeZbe2+Dt/+uqiC65IWbRoGs8j1U0UE1lR2BIQqCc+YNDdB8ssHG1wtT3F7j6wwVC59bgVYmO4SzPfXuSk/9ggmO/PcLG1QrVpSatzbu98TpHc1QXm8z/ao33/vV16is79U9Wp8Hxb47x8h8dp2M4S/fBAvmBDKWZ+p4/m30VPJoh0z1k8PzXuxk5niVXFIcfOZZl8FDmtuK/vQue0orLjasK5vhBMpNH8DfWceZmiJ0dF05kmfwzz5M9cRq9pxdkGUlVMYYOoHV0QBxj37hKeNsMlsfFsWPe/pnYKX/9D/L0H9AwDIn+IZXXvpHn3JcylDYiZqY8rpx3uXHZY2Xh4aIlmZyM1S4OlWT4xh8W+MJXs3u6cRqWRKFDIZMTvy/cdIX784OIooRmLbpvndCnEUWRyLedpwE0A/74H3cL0baHt5LNyxSKOwukaiJqdC+iCFrNmB/+RQO7GfOV383R2a2SyclMHBWpta/8To7VxYDpKx6X3nOEm/NmOmTqQRgZhf4xk1xR5Z0flJj6dZ2l6y3cVkwUCvEgyxLL0zZTb4nvtWfvvq66pTA0mcHKq2wuubz3wzIf/qxKacUj8ON2u35EvRSwseBy83KLt3+gkMQJlTVfzBX7RGiHKbf9XkDSVPbNrOpzRmzb+BvrxJ6HEseiw9c00fv6CTY2CMv75MYfJzQ3HJyaR7bXpDCYobHaAiQKQ1n0jEptucXWdI3BMz3kek1yvRa15RZ6VsMoaEiKRHW5RWCHZHtMhp7tJt9vYZddls9vsvz+Fm79zsYAu+KxPlXmxo+XmXhlgOJYntGX+rjxo2X85s6zx2v6tDYdWlsucZjQ2nCor7QggcpCk9pKu1YnAafqYZdcuicK6DntDsFjdegUx3L0Hu0kdCOWP9hi9o1VotvqfJI4obFus3apTPdkB8PP9dB7tJPSTH1XwZMkIrJz8S/naG25d9T7eA2fynyDtUtlDjzXQ6aok+uzPjnBMzBh8cxXuzjyYgfFfl3smP0Yz4kJ3IgoTO5ZvHcvQj9B1nX0gSGUbA7iVWLH3hY7kmGg9/Rhjoyh5HL4mxs4szdAltF7+8kcOYY5NkFQreyr4IljWFkMePPHLZr1iMMnTSaO6owc1LfN7AaGE/qHVMYndRbOCt+caxc91pbEyIYHYZgSurEz86hvSKNvSHuk85VlUFXpvjUat0iSnWjSZwlJFuZ+t96nJEmMHnr0qIOsSCgq991WRxHMXPUIw4TNtZDJEwbjRwwGDqj0Dan0Dgpn6aERjYPHdBZmAmavely76FHaCD8z9VEfN4oi4YYJ5RWPq2/Xmfmg8cjmiKKLUNrunErihFY9xPlIcXnoJ3hAq/YpEaRJIqaX37rXIaHk8iIikfLQ3D6sVDZN1M5OUBSsyUmROWg2d53rtSckaccVOklorNk4VR9Fk0VhcUaFdv2Oaiq0Nhw2r9dwaz5Wp0m2x0KSJbLdBkZeJwri7QiP1WnQe6QTPadRmq2xdaOGU/PviNoAxEFMa0sIoqEzXeR6LfqOFZl7Y+1OwdO6M6Xkt1NMAE7Zw63tmJKGbkTQ7qxSdUV0X7XJ9WXoOJBDz6hUFppUl1rYpbtFTOTFNDYc6kstkmd6KAxmyPdbuy6jV/epLbeozDcI/Tu/h3GU4NZ96ms2A2GMaqromYeTMPsqeAYnMzz7tW4Gxi08J2ZtzqGy6lHb9HGaEaEfP7Rx1PpNB0nNoxW7xHTZZkOks9ooVgZr8ghadzexY9OaukT9vbcAiczhY5hj4+j9A+g9fTjT1/fz7eK0EuZv+CzO+hw67nHyeZPT5ywGRzQ6uxWyeZnBUY3hCY3TL1isLQW88XqL82/a223l91sORZGQZWm7XqBajmg+4s14az2iWor2NtOn3aL7WbPClySxZpLcdjmOYGs9xHMfbYe+ttSed/aAX2/UYi6/7zIz5XH0jMmZFyyOnjYYGNHIF4RX0cQxnYPHdeqVmJmrHsXXW1x8x2H5ZvBEZ2l9lqmXA668WWPpuv1YTtChn1BZ98l2qGQLKgeOZDgwaUEi6n48+9O5/kkUETWbYsQCgCyj9vSgFbvwjCVRgJuyd5KE2HVxblxHKRS2Z18ZY+NEtk1YqxFslcSG+raxFnehKMLEUNeRTQMUhajREOOLoogkgdami1v1kBWZ/ICFllGRVZmu8RySJNEqe9SWWzQ3HIyCRq7XRJYlcn0WZl4T3U1LTQI7JNdn0TGcQ9Fk7JJHbcW+57n5dkhpto5vh+QHM3S2f+92AickvK1+Jgpj4jAmAXwnvKMTK4kSkltu8fKdY4CyPSIylQCRH5HpNhg8s3sHaOeBLKopCvStDkMUau+CXfGwy+49u8FE631AEifCekN7cKnC7eyr4Ml3afRPmCiqxNyHDd792y3Ov14SkZ09+y3cSRQmqIOdKJZF2GwQf8Q9WclkyR45jpzNY9+4SuPD94lsG6KYYGudYHMDJZtDyeX36V3uco4RTE95zN/w+eFfNhif1Dh51uLZly1On7OwsjJWVmJsUmdoTGNsUuf179b59U9a920RD4OEMBQFla6T8Ku/b/HOz3cvOH0QrpNQ3ggfasTEZw3RbdV29E4kmo2Y7/3bGoszj7Zra9RiNtdCwj20PiYJOHbCxXcdpj5wyXfIjE3qPPuyxTMvWRw5ZaIbYgzHmRcsjj1j8oN/X+dn329w4Z39n/P2NNCshFx/r4HTeLxr1mmGXHunTqFbo3/c5NSXOskWVC7+osrlX9VYvLp7G/4nTRKG+Jtb6EMHoLMTZBljdJSgXMbf3MBbXHziJqtPG4nvY1+dQuvrQx8YQMnnkS2LzImTaL19ND84jzszQ7C5sSM0b0NSFORsFrWrG2NoCGN0DNmyqP3yF/jLy8QtkRqya56IwiQJ+f4suqUR6TGdo3n8VoBX9wlaAZWFBl3jBbK9IsKT78tgFHQiL6LWjvAouoxZ0JAVicAJ8Zr+PbVYHMY4FY/Ij1ENBbNDR/pI0X0cJne3c7e7RuNwt4kIOynV29GzGnpORVYkBs9003+8SBzufj1KioSsyiiajGIoKPruadnADgnukZrePpttLSHxsNM591XwhIEw69JNhcVrTWY/rGPXH99GVgWQZZIgIL7tIpRNC7XYhdbbS9xqCj+FRn173kochETNBkqhA0l/tFTQXokj8CMxF2t+OqBaibl6weXH32tw7IzJiefFrt8wJU4+b+K5MbNXfbbWw3uazzl2jOvEmJaCqsLmWsiV8+4j3ePiCHw/eapTKHEk/G18P8HKiHTU4kzA5ffdR4pWhWGC7yYP9TCMQiHSwzDC9zxKGxEfvuUwOKJx4jmLk8+bHBjXsDJiWGuzHrEwK9yfP40P3U+SwI2prPsEu3RzPAzNSsi7Pyxh5RQkuZO+UZORoxnyXRpHXyxQWvZYnnZYum6zMm3TqoWfis8idj3cmWnMsVG0vj5Rm6ioWIcOoeby+JsbxK2dgZqSqiBpOrKmg6rQePst/OUHF6hLhoFsGEiGgaSo2yMSJFVEMoyRkTvGKMi6jtrVhXXkqIhAhSFJFIr/3voJAmLbIdltuvknSTvKY09NISkK+XMvtEcUGeh9veTPvUDm6DHiVpPIdrbNBJFlZFVFMkxkU6yXbGVQslkix96ez7VNDG7dx654ZHsMNEtBTRQ6h3O0yp4w//MiqotNeg51kOky0LMquX4LzVTwWiHNTRHpkNixlRDv4X7v77ZZhx/9vdvW4IEH2cNrSbIoGyABpx2Z8ZoPft431m0aa7uPfUqixzOffRD7KnjKKx7zF5scfaljf9ssk4QkCNtOmTshLLWzE31gEMXK4C7cxN9Yv7Nd/ZZ1+Ud+74mSQKsR02rErNwM0HSJ5Zsh1YqYPzV6SKe7T23Xeug4rRj/HuG7SimiXono7BLeHpIkuo52d1hOCcOErbWQA2Ma2ZyMpknbZo926+NdsyiEejWmXvVZmIXsRY+VhRC7FZMkGUYPaRwY0zl0TExXdy7HeJ+xmqknTRTGOI3okWbw3Y7nxixfd/jgJxWcZsTEaWEU2DWgMzBh4tkxq7MOy9M2y9cd1uYd1uZdIbYeMR26HyRBgL++hjs/j1LoQB8YAFlGK3ah5gvoQ0OieeMOwaMhqRpIEs61aw8WPKqK3tePPjSIWuxqCx5lW/CgaKidHXcIHknX0Xp6yJ45Q+J6O2InCsW8qyAgchycG9cJ1tae5BI9GnGMv7YKgKRpGKOjaN3dKFYGY3AQBgeFKaHnibUVFfJIqiomras7j80kjtuprPiuNJNX97G3XIpjOfScsBfJ9VlsXq/iVIXgqSw0iMIYs6CT7bXID2SQZAmn7BLYAUmUEIcxgSvsImRVRjWU20uG7kBSJDRLRVIk4igm8O5tM/G4RH5MFMTbhckrH5YoTT+4TtZrBlQWdp/A8LA1vg/Lvgqe5Rs2779eon/cpG/MYuJMnvpWILqz2lO2H3bxoyCBKCJqNZFVDSWTFV9oQO8fxBwZhSTBW13C3/yIeZQsIWm6CHt9AgUpt4p/pz5wadUjkijhW/9FB1ZGdF8dOmawOOtTKe0ueNaXQzbXIsYmxRTxnn6VwRGNZt37zNXXfBwEnphRNnHEoHdAQlXhwJjG3DXlYxc8txNHIj323i9tfE8I35GDHWJae7ciitqn7z+o9POIcP5/1Hbu2w8kom6Xf1nj5uUWQ5MWz/xGkcNn8wyMW2iGxNjJLAfP5Aj9hLmLDd79YZlLb9TYWHBF8f4n8dEkMbHjYF+5giTJKNkssmGAqoIso+TzKPnbUvVJsr3Ji12XvZy0rKoY4+Pknn0Oc3R0T6cl6zpyVxdaV9fupx1FRK0WUbP56RQ8QOJ5eIsLBBvr5F98icyxY+iDQ0LMyDKSLItBo3dEVtrrG4aikDyOiT2XsFYhdp32XLAd3JpPc9Nh8HQ3VqdBEicYOU10cFU8Qi+mttDCbwbCR2c4R2EwQxzGNNadncJhL8IuecRhjJ5V2/UvtzkV3oaiyWS7TVRdJnAinLJHEj2Ze5/fDPAaIr1mlz0W391k5iePZnnxcbGvgseuhSxcbvLzf7fG8S928to/GuT0V4qUln2alaA9RDR+KB+em5ebrG/5eKsrWBMHMYZHyR47QRLHZA4fxRgYImw28NdWCSt3thVKioqSzQkVHjzBCY17oFGLmbvh4znijcsSaDr39HgBmL/usTRncO5LGQAOHTN45kWL6Sup4NkN1425ct7l1FmTQ8cNJBmeedFiZSFgaf7TYaBY2ghZWdgxj5QV4ZmUGqx8PNiNkIWpFltLHm//oETviMHB0zkmn88zOGGR7VQZPZHb9uP5/p+uUF717jlf7OMgKG3ROP++uAceOoQ+OITa1YWSzW5HG5IwJPZ9ITTqdcJyaV+7Up9K4pjY82i+/x7u7CxaXx/GyAhabx9qsVNsrnUdSZZJ4ridprOJGg3CagV/YwN/fZ1gY52wUrmr5set+zTXHSRZ+MskkYiG1FZa7TqbiOpSA68ZkB/I0DmcJd+fwal6NNbt7dSUU/XZmq4x+mIf+f4MXeN55t5Y3bWZwshpDJzswsjrOFWP8lxjV4O//aC+ZlNfsYV79GieXLsO6UmmpB6XfRU846dznP16Dx19OgMHMxS6NbqHDFpV0Qlxq6BUpBD3tihhmLCyaGNPX0Xv60Pv66dw7iWSJEHr6SGJIlpXLhFsbd5xwUmKimJZqB2dxI5N7D7+rJTtY0tiirnvJVRK4Z7clK2szMCBHeO/MEyoVeL7et2sLgbMXvNZXQzEmIMxjee+mGFxTrS3V7buX2ggHJYlsgWFJBYdS08zvpcwd10Ujx86btDVqzB5wuDsKxnKWyE3LnkPjKKoKpgZmXyHTKsZU6/c+2ZhWhKDIxqljZBmY29uyoVOhe4+dVvf+G5CvZbW73xcxBG4rRi35VPbCiiveGwtecxfEpGf0eNZDp/N0z1kMBkLU8W3vr/F+vwnV1ieBAFhtULsOESNBsrcHEomI2pubu2Y4pg4DEl8n9h1ie0WYaX6wGPHQYg3P0ds29iXLu7P+SaJSMet3LnbDxsN3OkbJJ6HpKpEzSb+2iqxd/fahtUarYsf4q8sIWs6UatFsLm5a9t4VK9T/+UvxZooKrHnEdX36M0Sx6LDynEIa1WCrc12IXNGpK8URexK25Gz7fV1bMJGQ/yuvXvXlFsTLdRJAsXRvEhNtYeFug2R+fBbIU7FozCQoftQAatoUFtpCcHTFg522WXtUpnmhkO2x2TwdDc9h4Xb8keHjnZNFJh4ZRCzoLN2pczy+S0C58ncXFoll/LNBpWFBmZBZ/B0F+W5OqsXS9s+PttIoJkquT4Lp+rht4KHnoO1H+yr4DlwJMuL3+zd/v8oTFBUmULPo3uhFLrLxJ6Le3MOd3iUzORR9P5BAGLfw126SfPih3ftZmTTRMnmkDSNcK1KVN+/3Y6iwKmzJooisboY0KhFuE6C5yU7TtK0J9tqwrH3yCmT576QIZuXCcOEZj1mad7Hbt37Q6+1W5jP/9rmpa9k6exWOHbGwLELZPMtbk772M2IIKD95ZBExEAT/j1WRqbYq5DJypQ3o0+l4JFl8SPJYu7T7ZEOVZPQdDEJOI4f7FAchVDaiJj60GV4XOPcq1m6+xWeedkiDBNMU6a0EeLY8XZ7viTtrJlhSuQKCp3dCqYlM3vNo165d+tvvlPhpd/Isr4csLkW0qzHeG6M7yWIAcwJEsLPR9clMjmZU+csjpw2QBLzu6rliNXF3UcipDxZojChUQlpVELmL7Xo7NOYfDaPlVcYPZals0/n7G92cf3d+kMJno/c5/fkffVA4pjYsfEWF2BxH453iyjEW1wUHV9PmLjVwm21cPcwxiFq1HGm6uxlmxo1GjTfffexzi0JQ6J6fe9CaQ94zYDmhk0UxHSOZAncCKfiifqdtrdNHCXtIZgd9Ex2oGc1vIZ/R0rLawaUZuusXCgx8cUBeg53cPirB7ZnZcVhjKzIFIYyjJzrY+B0F62Sy8bVKutXK/ds8X5cAjukMl9n/ldrHHx1kL6jnYS/NYKiyuI9+hFJkiArMpopZmF1H+xg8d0NSrN1MaX+Y2ZfBU+95LMwtXsx0iMfcysQNTyNBrW3foW3vIQ5fhAkCX91BXfpJv762l3tmUouh5LNEVYrOAvz+Jsb+3ZOiirx6tdznDpr4nvCi2dhNmBtMaC0GeI6MUkiYRgSxR6FI6cMjp42GT8ipp43ajGrSyHXLnjUq/e/GGeueHz3z2ocGNUxMzLFboWv/E6OM+cs5qc9pq94lDcjAi9BksG05LbpocaBMY3+AypLcwE/+9sm7/1y98r4TwpZBt2UMC0Zw5QwLQml3UIpScL5uNij4DkxrpsQ+HvrmHrn5zaKLDF5wqSzW2H0oMbAkHCpvn7JZWHGp7IVEcdCVGVzYs0OjGkMjmgUe1WufejyvT+PuXH53oKnu0/hm98ukCso1MqRuA7mfDZWQmrlCNeJhS18Tqa3X+H4MxaHTxkMDKtIEtSrEYuzAbNT3j079VI+PqqbAVd+XaNryEA3FSZOZRk4aGLm9u5s3C7z2EaSxYDFlM8fvh3SKnvCS6c/g1v1WJ+qbIudWzQ3XUI/ZuBUF7Iq41R9mms7KS0S4TJ84TuzKKrMsd8e5dx/dZTqwgFqKy3cmo9ZEK7HhYEMkiIx89NlZn++gtPesO2L6N6F8nyD839+g0xRZ/hsHye+OcbElwaor9jYFTFPy+oQBdnZHgs9o/LTfxpQXWzySRQZ7KvgmX6vTmVtf9sQS8s7O6uoUceZn20XJ0vErkPk2Lt6UYTVKq2py3iry4S1GlGzsa/npahCXGQLEoYpMzKh4zjxjkNxsrOzz3fI5DoUZFmYB771U5uf/HWD1h7SIL6XsLIQ8Of/osyrX8/x/BczDAyrdHYrHDbM7dRaHNOOJrAd3bEyMoYl3XM69seNJMG3/lEHx58x0XQJVROt48JgEcYmdXIFMbFb1yW++s0cJ58ziSIhdKJIRE58L+HdX4g5VZtrd+8SnFbMpfcd/vR/3uKrv5fn6GmDzm6F7j6F0+csDh4zCLzkVvMFitqOiGVlLEu6w5X3Qe9H1SSsrIRpqeQ6ZA4e0/FcYU9wq7tIbUeP8h0KuYJMFCZUKjF/9xd13vxxC9/77Jk8fla4FT1M4j3MskvYHkoqb7sy81A1CYEX49/mI2LlFboGddbn3DSK93kjgciLqK+0MPIaoRtRudm8K+LS2nKwyy6SIhN6EW7Nx6n5d4QK4yihsdriyt/cpLbcYuSFXrK9Fl0TBZFxi8FvBcz/ao3lD0osvbdJZWF/n3m7EQUxrU2X838+zfqVCgOnu+kazZPtMckPiNrTKIwJ3YitG1Wqi022pmt3ib6Pi30VPJU1f98Fz+0Ia/C68Np5ALHnEnsuQWlz388jjhIuvuMiIcY9CEEj09Un2sdv3SyjSLi82q2YjZWA8mbE3HWP996wufK+S7CHG2Acizb3D99yCAMob0ZMnjDo6Vfo6FIo9qjourQ9IyuKwHNiHDtmdSmgVo64dtFjZuqTd2WVJDj5vMmrX8+haqKLalefCISgHD9sMH7Y2P6zOBbCJwhEKmj2qsfmLk0gUSQmy7/5k5YYAbIQMH5Yp7tPodCp0DsgaqluzQsMA+FPZDdjNlYiypsRl95zWV28/x6kXo1588ctxg7pdPUp5DsUir0Kui6jqDvzCKNQpK/sZszibMD6csD8DZ9fvt5kfvreJmIpj49uCcExdjxLsxpSLwc0qyFeK2rXFLbHrugymQ6VvhGD0eNZCt0avhuzseA+VMFysxpS2wpEOlOC3hGTk1/sII6gtukTtmv2FFVCbdfzNavhExkom/LJ49Z8rv/9EhvXqvh2yOrFEl7jzvtKZaHJ3C/XhAOyF7N2qXx3oXECgROxcbWCXXZprNt0DOfIFHUUXSHyY+yyS2WhwfrlCnbZu9MxGVFkfPEv5mis25Rmd56hfjNg41qVi385y+qFEs2NnURifa3FwtsbODWf0kxte6L77QcOvYi1y2Xsikd1sUVxTAwa1SwRyQ7cCK/h09pyqS42qdxsEN02NsJvBGxer3Lpu3M01mxKc/d+vjtVj7WLZWRFpr5iU116uIzSvgqezwthCH/3nTrTV1yOnTEZPqjT06dSKCpYGRlV22lJt5sxG2shN6d9rl1wufSeS70SPdRD7paL77tv2Fy94DJxROfk8xaHjukMjmrkCjK6IbVfE6qlkM21kJWbAdNTQuxsrDwgX5pAtRSxuRrgOgnVUvRE0iyemzzyeIzbCR4QFYkiaNZifvRXDS687TB5QqzZ6KRO74BKLi8+pygUa1stRawtByzO+sxM+WLS/QPOc2Ml5M//RYWTz4musOFxkQ7LFWRMS0ZVdwRoox6zvhIyM+Ux9YHL5fdEu/NnRezcEgW6JW/PKUMSIjZTUFD19pBbScLIyHT0am0TtB1n1DBMCLx4+6H/cWDlFSZO5/iP//thNhY8FqZarMw4VNZ8WnVhsa8oEpkOlf5xi8nncpz6UgeZvEppxWPq1zUa5b0H32ubARuLHnYjwszIHJi0+MLv9RJHbJsagoSZVTCzClEYc+3dxifq95Py5LDLHh/++5n7/pvqQpPqQpOpv7n5wONFfkxtqUVt6SEd9xPYulHj9f/x7lonu+wx98Yqc2+s3vV3m9drbF5/cP1rEvNo59V+/ZtvrnPzzfUH/tvGmkNjbZkbP3q09vdU8DwCSQK1asTl912mp3x0QwyslBUxwflW0CJJRDQoDBN8L8F1Elz78XxF7GbMjSseS3MBuimKemUF5PaLxnE79ROImhfPTfDcmOgBGiMIEv73f7KFlZGJY/C9mOo9/IEelTiGf/XPyvzF/1197GPVqhHNPRowVrZCLrwdc/2SJz4rTdr+nJL23LAoEpEe3xPr5bkPToGEQUJ5M+SdX9hceMcRabr2dSDJO6bnt0emfDfBdeI9jav4NJHv0hg9nuG5r3VhZBV0Q0Y3ZTRDorNPp7NXR5LAzCqc/c1uRo5lCb0Y341FmscVs/Wuv9fgxntPPtR+O7IiYeVUJs5oDB/JCNEViOaCJBaiTVbEd0m3FKycQr0UMP1Bg59/Z5Ot5b1HRz0nYm3W4a2/3uLZ14oU+3WGJi1+94+GtiNKIGp7kgRWZxwWrtqp4ElJ+RhIBc8jEoVghwl26+PNRcYxuHaC+4B5Iw9LksDa0pOvmt9YDeHujcQTJQwhbMa09reeniSBMIBmENPcv+aOTyVGRqF3xOTEFzswLAVFlXZ+tHaHHUI4dPRoZDsUovbMHjFqIyHboT6UeNgP3KYQIO+9XqZ/zGyfm0quKLfdy8Vw3sBPcJoR5TWPzUWXm1dazHzQZGPBJfT2LkaSGEqrHr/+3hZ2I+TgmRz9YybZTo2CLl4vChN8J6JRDXFb0afatyQl5WkiFTwpKU8x9VLA4rUWRkYmChK2lh5NcERhgt2I2FhwUdVHG9NSWfdx77NBcO2YrSWPa+80sLIKC1MtwuDxZuu4rYiVGZtffXeTwUMWPcMGHT0aVlZBM2RkRRQ0e05MsxpSXvVZvNZi4WqL0sqdhaN7xa5H3Hi/gdOMWJ93GTshWtx1S0aWRF2f04yobQUsT6fRnZSUjwspuU9+RZKkdOuRkvIZRpLaQ/5kMeTvVhrnkY4li5Tto7pCJ4noeLrf69/+Gkn8cINb74fUrjdC+kih/Ecc+m+Nv9mXImKJ7Xqn3Wc47uNrpaSkAJAkyT3vUKngSUlJSUlJSXkquJ/g+ZhGiKekpKSkpKSkfHKkgiclJSUlJSXlqScVPCkpKSkpKSlPPangSUlJSUlJSXnqSQVPSkpKSkpKylNPKnhSUlJSUlJSnnpSwZOSkpKSkpLy1JMKnpSUlJSUlJSnnlTwpKSkpKSkpDz13NdpOSUlJSUlJSXlaSCN8KSkpKSkpKQ89aSCJyUlJSUlJeWpJxU8KSkpKSkpKU89qeBJSUlJSUlJeepJBU9KSkpKSkrKU08qeFJSUlJSUlKeev5/lx+vYV+tglkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>160789</td>\n",
       "      <td>0.836165</td>\n",
       "      <td>'Twin Peaks' Revival Promises Weirdness And Mystery — But Is That Enough?</td>\n",
       "      <td>[Fans are so geeked about Showtime's coming revival of Twin Peaks that they turned a bare-bones promotional video into a viral hit. Co-creator David Lynch appears in a black suit and tie (seemingl...</td>\n",
       "      <td>2016</td>\n",
       "      <td>NPR</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>146486</td>\n",
       "      <td>0.835490</td>\n",
       "      <td>Twin Peaks recap: episode five – is anyone here even human?</td>\n",
       "      <td>Spoiler alert: this blog is for Twin Peaks viewers who have seen episodes five of The Return, showing on Showtime on the US and Sky Atlantic in the UK. Do not read on unless you have watched., Thi...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>54347</td>\n",
       "      <td>0.829033</td>\n",
       "      <td>'Twin Peaks' return piques curiosity</td>\n",
       "      <td>[ (CNN)The following contains spoilers about the \"Twin Peaks\" premiere., The granddaddy of \"surreal-ity TV\" is back, as \"Twin Peaks\" returned with a two-hour premiere that laid the groundwork for ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>CNN</td>\n",
       "      <td>broadcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60458</td>\n",
       "      <td>0.827623</td>\n",
       "      <td>'Twin Peaks' star set to return in series reboot</td>\n",
       "      <td>[ (CNN)If you're looking for damn fine coffee (and hot!), the producers of the upcoming \"Twin Peaks\" reboot have just what you're looking for., Fans of the cult 1990 ABC series can breathe easier ...</td>\n",
       "      <td>2015</td>\n",
       "      <td>CNN</td>\n",
       "      <td>broadcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>182443</td>\n",
       "      <td>0.827161</td>\n",
       "      <td>Misty peaks, verdant trees, fresh cherry pie: the real 'Twin Peaks'</td>\n",
       "      <td>Wind whistles through the Douglas fir trees dotting the Washington state horizon, the cascading waters of Snoqualmie Falls crash into a ravine and a freshly baked cherry pie sits atop the counter...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>wire</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    160789  0.836165   \n",
       "1    146486  0.835490   \n",
       "3     54347  0.829033   \n",
       "4     60458  0.827623   \n",
       "5    182443  0.827161   \n",
       "\n",
       "                                                                       title  \\\n",
       "0  'Twin Peaks' Revival Promises Weirdness And Mystery — But Is That Enough?   \n",
       "1                Twin Peaks recap: episode five – is anyone here even human?   \n",
       "3                                       'Twin Peaks' return piques curiosity   \n",
       "4                           'Twin Peaks' star set to return in series reboot   \n",
       "5        Misty peaks, verdant trees, fresh cherry pie: the real 'Twin Peaks'   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  [Fans are so geeked about Showtime's coming revival of Twin Peaks that they turned a bare-bones promotional video into a viral hit. Co-creator David Lynch appears in a black suit and tie (seemingl...   \n",
       "1  Spoiler alert: this blog is for Twin Peaks viewers who have seen episodes five of The Return, showing on Showtime on the US and Sky Atlantic in the UK. Do not read on unless you have watched., Thi...   \n",
       "3  [ (CNN)The following contains spoilers about the \"Twin Peaks\" premiere., The granddaddy of \"surreal-ity TV\" is back, as \"Twin Peaks\" returned with a two-hour premiere that laid the groundwork for ...   \n",
       "4  [ (CNN)If you're looking for damn fine coffee (and hot!), the producers of the upcoming \"Twin Peaks\" reboot have just what you're looking for., Fans of the cult 1990 ABC series can breathe easier ...   \n",
       "5   Wind whistles through the Douglas fir trees dotting the Washington state horizon, the cascading waters of Snoqualmie Falls crash into a ravine and a freshly baked cherry pie sits atop the counter...   \n",
       "\n",
       "   year publication   category  \n",
       "0  2016         NPR      radio  \n",
       "1  2017    Guardian  newspaper  \n",
       "3  2017         CNN  broadcast  \n",
       "4  2015         CNN  broadcast  \n",
       "5  2017     Reuters       wire  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_summary(summary(twin_peaks_title))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a66ca422",
   "metadata": {},
   "source": [
    "### Twin Peaks - Query 1\n",
    "**Query: I want articles similar to \"Twin Peaks\" title published by \"Los Angeles Times\"**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b69b7166",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.780488\n",
      "std       0.036518\n",
      "min       0.733907\n",
      "25%       0.743382\n",
      "50%       0.787766\n",
      "75%       0.814440\n",
      "max       0.818497\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
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       "      <td>The serial killer-thriller ‘Hounds of Love’ tries for female empowerment in its suburban horror tale - LA Times</td>\n",
       "      <td>The stillness of suburban life is deafening in Perth, Australia, circa 1987 — even more so as teenaged Vicki (Ashleigh Cummings) finds herself duped, drugged and chained to the bed of a serial-kil...</td>\n",
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       "      <td>Kyra Sedgwick stars in the film \"Big Sky.\"', 'A promising setup is left to wither in the intense Albuquerque sun permeating \"Big Sky,\" a slack agoraphobic thriller marking the English-language deb...</td>\n",
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       "      <td>Review: 'Barely Lethal' kicks teen angst over the head with weak spy tale - LA Times</td>\n",
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       "      <td>Sundance: 'The Big Sick' offers an early cure for the festival blues - LA Times</td>\n",
       "      <td>The Sundance Film Festival’s early days may have been overshadowed by the one-two punch of Friday’s presidential inauguration and Saturday’s women’s march, but this 33rd annual edition has slowly ...</td>\n",
       "      <td>2017</td>\n",
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       "  vector_id     score  \\\n",
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       "2     12524  0.817488   \n",
       "3     11484  0.816627   \n",
       "4      8311  0.814594   \n",
       "\n",
       "                                                                                                             title  \\\n",
       "0  The serial killer-thriller ‘Hounds of Love’ tries for female empowerment in its suburban horror tale - LA Times   \n",
       "1                                         Review: The 'Spectre' of burnout hovers over latest Bond film - LA Times   \n",
       "2                                      Review: 'Big Sky' is a big void where a thriller could have been - LA Times   \n",
       "3                             Review: 'Barely Lethal' kicks teen angst over the head with weak spy tale - LA Times   \n",
       "4                                  Sundance: 'The Big Sick' offers an early cure for the festival blues - LA Times   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  The stillness of suburban life is deafening in Perth, Australia, circa 1987 — even more so as teenaged Vicki (Ashleigh Cummings) finds herself duped, drugged and chained to the bed of a serial-kil...   \n",
       "1  It\\'s been 53 years since the first James Bond film, \"Dr. No,\" arrived in theaters, and so many have followed in its wake that if you watched all of them back to back without a break, it would tak...   \n",
       "2  Kyra Sedgwick stars in the film \"Big Sky.\"', 'A promising setup is left to wither in the intense Albuquerque sun permeating \"Big Sky,\" a slack agoraphobic thriller marking the English-language deb...   \n",
       "3  At one point in \"Barely Lethal,\" a perky teenage special ops agent played by \"True Grit\\'s\" Hailee Steinfeld binge-watches \"Mean Girls,\" \"Clueless,\" some John Hughes movies and other titles from t...   \n",
       "4  The Sundance Film Festival’s early days may have been overshadowed by the one-two punch of Friday’s presidential inauguration and Saturday’s women’s march, but this 33rd annual edition has slowly ...   \n",
       "\n",
       "   year        publication   category  \n",
       "0  2017  Los Angeles Times  newspaper  \n",
       "1  2015  Los Angeles Times  newspaper  \n",
       "2  2015  Los Angeles Times  newspaper  \n",
       "3  2015  Los Angeles Times  newspaper  \n",
       "4  2017  Los Angeles Times  newspaper  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_summary(summary(twin_peaks_title, {'publication': {'$eq': 'los angeles times'}}))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ad2573e",
   "metadata": {},
   "source": [
    "### Twin Peaks - Query 2 - Combine filters\n",
    "**Query: I want articles related to \"Twin Peaks\" title published by \"Verge\" and not categorized as longform, nor newspaper.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3709ccc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.739685\n",
      "std       0.054110\n",
      "min       0.679908\n",
      "25%       0.681755\n",
      "50%       0.757848\n",
      "75%       0.789679\n",
      "max       0.801676\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6619</td>\n",
       "      <td>0.801676</td>\n",
       "      <td>The cast of Star Wars: The Force Awakens talk about a new generation of Star Wars women</td>\n",
       "      <td>\"I am the beginning of girl power. Deal with it!\"Carrie Fisher is not shy about Princess Leia’s groundbreaking place in Star Wars — and movie — history.  During yesterday’s Star Wars: The Fo...</td>\n",
       "      <td>2015</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Reports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6958</td>\n",
       "      <td>0.793710</td>\n",
       "      <td>If David Lynch made a video game, it might look like 'Virginia'</td>\n",
       "      <td>In the upcoming game Virginia, you can sit down in a diner and enjoy a cup of coffee \"black as midnight on a moonless night,\" as if you were Agent Dale Cooper in Twin Peaks.Over the past yea...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Reports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6806</td>\n",
       "      <td>0.792346</td>\n",
       "      <td>We spent Christmas at the Alamo Drafthouse's screening of The Interview</td>\n",
       "      <td>As soon as I walk up to the flagship Alamo Drafthouse in Austin, Texas, it is very clear to me that I am doing something important for America. Police officers and security staff stand guard...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Reports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7811</td>\n",
       "      <td>0.791583</td>\n",
       "      <td>Dark Matter is a blockbuster read that channels Michael Crichton</td>\n",
       "      <td>Jason Dressen leads an average life. He's happily married with a teenage son, teaches physics at a local college, and generally gets by, until one night he's kidnapped and drugged. Before he...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Book Reviews</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7801</td>\n",
       "      <td>0.790502</td>\n",
       "      <td>Winter Tide subverts Lovecraft’s legacy with sympathetic monsters and terrible humans</td>\n",
       "      <td>In recent years, the reputation of horror author H.P. Lovecraft has come under fire. On one hand, he’s responsible for an entire branch of cosmic horror that remains extraordinarily influent...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Book Reviews</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0      6619  0.801676   \n",
       "1      6958  0.793710   \n",
       "2      6806  0.792346   \n",
       "3      7811  0.791583   \n",
       "4      7801  0.790502   \n",
       "\n",
       "                                                                                     title  \\\n",
       "0  The cast of Star Wars: The Force Awakens talk about a new generation of Star Wars women   \n",
       "1                          If David Lynch made a video game, it might look like 'Virginia'   \n",
       "2                  We spent Christmas at the Alamo Drafthouse's screening of The Interview   \n",
       "3                         Dark Matter is a blockbuster read that channels Michael Crichton   \n",
       "4    Winter Tide subverts Lovecraft’s legacy with sympathetic monsters and terrible humans   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0        \"I am the beginning of girl power. Deal with it!\"Carrie Fisher is not shy about Princess Leia’s groundbreaking place in Star Wars — and movie — history.  During yesterday’s Star Wars: The Fo...   \n",
       "1        In the upcoming game Virginia, you can sit down in a diner and enjoy a cup of coffee \"black as midnight on a moonless night,\" as if you were Agent Dale Cooper in Twin Peaks.Over the past yea...   \n",
       "2        As soon as I walk up to the flagship Alamo Drafthouse in Austin, Texas, it is very clear to me that I am doing something important for America. Police officers and security staff stand guard...   \n",
       "3        Jason Dressen leads an average life. He's happily married with a teenage son, teaches physics at a local college, and generally gets by, until one night he's kidnapped and drugged. Before he...   \n",
       "4        In recent years, the reputation of horror author H.P. Lovecraft has come under fire. On one hand, he’s responsible for an entire branch of cosmic horror that remains extraordinarily influent...   \n",
       "\n",
       "   year publication      category  \n",
       "0  2015       Verge       Reports  \n",
       "1  2014       Verge       Reports  \n",
       "2  2014       Verge       Reports  \n",
       "3  2016       Verge  Book Reviews  \n",
       "4  2017       Verge  Book Reviews  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verge_longform = {'$and': [\n",
    "    {'publication': { '$eq': 'verge'}}, \n",
    "    {'category': {'$nin': ['longform', 'newspaper']}}]\n",
    "}\n",
    "plot_summary(summary(\n",
    "    twin_peaks_title, \n",
    "    verge_longform))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e1103fa",
   "metadata": {},
   "source": [
    "## Alpha Go\n",
    "\n",
    "Our next example is about finding related articles by an article content related to AlphaGo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0f04f892",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'      AlphaGo’s victory isn’t a defeat for humans — it’s an opportunity A loss for humanity! Man succumbs to machine! If you heard about AlphaGo’s latest exploits last week — crushing the world’s best Go player and confirming that artificial intelligence had mastered the ancient Chinese board game — you may have heard the news delivered in doomsday terms.There was a certain melancholy to Ke Jie’s capitulation, to be sure. The 19-year-old Chinese prodigy declared he would never lose to an AI foll'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha_go_content = test_lookup.content(2)\n",
    "alpha_go_content[:500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d3ebf929",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.922217\n",
      "std       0.061747\n",
      "min       0.857244\n",
      "25%       0.861608\n",
      "50%       0.925974\n",
      "75%       0.981914\n",
      "max       0.984536\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6547</td>\n",
       "      <td>0.984536</td>\n",
       "      <td>Why is Google's Go win such a big deal?</td>\n",
       "      <td>DeepMind’s dramatic victory over legendary Go player Lee Se-dol earlier today is a huge moment in the history of artificial intelligence, and something many predicted would be decades away. ...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Reports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>227683</td>\n",
       "      <td>0.983880</td>\n",
       "      <td>Can A.I. Be Taught to Explain Itself? - The New York Times</td>\n",
       "      <td>In September, Michal Kosinski published a study that he feared might end his career. The Economist broke the news first, giving it a self-consciously anodyne title: “Advances in A.I. Are Used to S...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>104276</td>\n",
       "      <td>0.982894</td>\n",
       "      <td>Google Beats Facebook In The Race To Defeat The Ancient Game Go</td>\n",
       "      <td>[] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Buzzfeed News</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>104165</td>\n",
       "      <td>0.982894</td>\n",
       "      <td>Google Beats Go, The Ancient Game That Computers Couldn’t Crack</td>\n",
       "      <td>[] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Buzzfeed News</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24673</td>\n",
       "      <td>0.982456</td>\n",
       "      <td>The Great A.I. Awakening - The New York Times</td>\n",
       "      <td>Late one Friday night in early November, Jun Rekimoto, a distinguished professor of human-computer interaction at the University of Tokyo, was online preparing for a lecture when he began to notic...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0      6547  0.984536   \n",
       "1    227683  0.983880   \n",
       "3    104276  0.982894   \n",
       "2    104165  0.982894   \n",
       "4     24673  0.982456   \n",
       "\n",
       "                                                              title  \\\n",
       "0                           Why is Google's Go win such a big deal?   \n",
       "1        Can A.I. Be Taught to Explain Itself? - The New York Times   \n",
       "3   Google Beats Facebook In The Race To Defeat The Ancient Game Go   \n",
       "2   Google Beats Go, The Ancient Game That Computers Couldn’t Crack   \n",
       "4                     The Great A.I. Awakening - The New York Times   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0        DeepMind’s dramatic victory over legendary Go player Lee Se-dol earlier today is a huge moment in the history of artificial intelligence, and something many predicted would be decades away. ...   \n",
       "1  In September, Michal Kosinski published a study that he feared might end his career. The Economist broke the news first, giving it a self-consciously anodyne title: “Advances in A.I. Are Used to S...   \n",
       "3  [] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...   \n",
       "2  [] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...   \n",
       "4  Late one Friday night in early November, Jun Rekimoto, a distinguished professor of human-computer interaction at the University of Tokyo, was online preparing for a lecture when he began to notic...   \n",
       "\n",
       "   year     publication   category  \n",
       "0  2016           Verge    Reports  \n",
       "1  2017  New York Times  newspaper  \n",
       "3  2016   Buzzfeed News    general  \n",
       "2  2016   Buzzfeed News    general  \n",
       "4  2017  New York Times  newspaper  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_summary(summary(alpha_go_content))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ee26fce",
   "metadata": {},
   "source": [
    "### AlphaGo - Query 1 - AND Condition\n",
    "**Query: I want articles related to AlphaGo content published by \"New York Times\" after 2017.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "39ad4726",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.913440\n",
      "std       0.065203\n",
      "min       0.842915\n",
      "25%       0.849907\n",
      "50%       0.914978\n",
      "75%       0.976141\n",
      "max       0.983880\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>227683</td>\n",
       "      <td>0.983880</td>\n",
       "      <td>Can A.I. Be Taught to Explain Itself? - The New York Times</td>\n",
       "      <td>In September, Michal Kosinski published a study that he feared might end his career. The Economist broke the news first, giving it a self-consciously anodyne title: “Advances in A.I. Are Used to S...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24673</td>\n",
       "      <td>0.982456</td>\n",
       "      <td>The Great A.I. Awakening - The New York Times</td>\n",
       "      <td>Late one Friday night in early November, Jun Rekimoto, a distinguished professor of human-computer interaction at the University of Tokyo, was online preparing for a lecture when he began to notic...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>227153</td>\n",
       "      <td>0.976870</td>\n",
       "      <td>Learning to Learn: You, Too, Can Rewire Your Brain - The New York Times</td>\n",
       "      <td>The studio for what is arguably the world’s most successful online course is tucked into a corner of Barb and Phil Oakley’s basement, a converted TV room that smells faintly of cat urine. (At the ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>256786</td>\n",
       "      <td>0.976710</td>\n",
       "      <td>Simple Ways to Be Better at Remembering - The New York Times</td>\n",
       "      <td>When the sum total of human knowledge rests an arm’s length away in each person’s pocket, why do we have to remember anything anymore? On an average day most of us check our smartphones 47 times, ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>229016</td>\n",
       "      <td>0.976168</td>\n",
       "      <td>Teaching A.I. Systems to Behave Themselves - The New York Times</td>\n",
       "      <td>SAN FRANCISCO — At OpenAI, the artificial intelligence lab founded by Tesla’s chief executive, Elon Musk, machines are teaching themselves to behave like humans. But sometimes, this goes wrong. Si...</td>\n",
       "      <td>2017</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    227683  0.983880   \n",
       "1     24673  0.982456   \n",
       "2    227153  0.976870   \n",
       "3    256786  0.976710   \n",
       "4    229016  0.976168   \n",
       "\n",
       "                                                                     title  \\\n",
       "0               Can A.I. Be Taught to Explain Itself? - The New York Times   \n",
       "1                            The Great A.I. Awakening - The New York Times   \n",
       "2  Learning to Learn: You, Too, Can Rewire Your Brain - The New York Times   \n",
       "3             Simple Ways to Be Better at Remembering - The New York Times   \n",
       "4          Teaching A.I. Systems to Behave Themselves - The New York Times   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  In September, Michal Kosinski published a study that he feared might end his career. The Economist broke the news first, giving it a self-consciously anodyne title: “Advances in A.I. Are Used to S...   \n",
       "1  Late one Friday night in early November, Jun Rekimoto, a distinguished professor of human-computer interaction at the University of Tokyo, was online preparing for a lecture when he began to notic...   \n",
       "2  The studio for what is arguably the world’s most successful online course is tucked into a corner of Barb and Phil Oakley’s basement, a converted TV room that smells faintly of cat urine. (At the ...   \n",
       "3  When the sum total of human knowledge rests an arm’s length away in each person’s pocket, why do we have to remember anything anymore? On an average day most of us check our smartphones 47 times, ...   \n",
       "4  SAN FRANCISCO — At OpenAI, the artificial intelligence lab founded by Tesla’s chief executive, Elon Musk, machines are teaching themselves to behave like humans. But sometimes, this goes wrong. Si...   \n",
       "\n",
       "   year     publication   category  \n",
       "0  2017  New York Times  newspaper  \n",
       "1  2017  New York Times  newspaper  \n",
       "2  2017  New York Times  newspaper  \n",
       "3  2017  New York Times  newspaper  \n",
       "4  2017  New York Times  newspaper  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyt_2017_plus = {'$and': [\n",
    "    {'publication': { '$eq': 'new york times'}},\n",
    "    {'year': {'$gte': 2017}}]\n",
    "}\n",
    "plot_summary(summary(\n",
    "    alpha_go_content, \n",
    "    nyt_2017_plus))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1623ac0e",
   "metadata": {},
   "source": [
    "### AlphaGo - Query 2 - OR condition\n",
    "**Query: I want articles related to AlphaGo content published by \"Verge\" or any related general article.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "bb24357c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.916374\n",
      "std       0.066789\n",
      "min       0.844695\n",
      "25%       0.849100\n",
      "50%       0.922437\n",
      "75%       0.981386\n",
      "max       0.984536\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6547</td>\n",
       "      <td>0.984536</td>\n",
       "      <td>Why is Google's Go win such a big deal?</td>\n",
       "      <td>DeepMind’s dramatic victory over legendary Go player Lee Se-dol earlier today is a huge moment in the history of artificial intelligence, and something many predicted would be decades away. ...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Reports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>104276</td>\n",
       "      <td>0.982894</td>\n",
       "      <td>Google Beats Facebook In The Race To Defeat The Ancient Game Go</td>\n",
       "      <td>[] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Buzzfeed News</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>104165</td>\n",
       "      <td>0.982894</td>\n",
       "      <td>Google Beats Go, The Ancient Game That Computers Couldn’t Crack</td>\n",
       "      <td>[] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Buzzfeed News</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>0.981733</td>\n",
       "      <td>Delivery drones will mean the end of ownership</td>\n",
       "      <td>The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Verge</td>\n",
       "      <td>Longform</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>74366</td>\n",
       "      <td>0.981426</td>\n",
       "      <td>Why Some Apps Use Fake Progress Bars</td>\n",
       "      <td>[But as I watched one particularly slick animation, which showed a virtual tax form lighting up line by line—yellow or green—I wondered if what I was seeing actually reflected the progress of a re...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0      6547  0.984536   \n",
       "1    104276  0.982894   \n",
       "2    104165  0.982894   \n",
       "3        21  0.981733   \n",
       "4     74366  0.981426   \n",
       "\n",
       "                                                              title  \\\n",
       "0                           Why is Google's Go win such a big deal?   \n",
       "1   Google Beats Facebook In The Race To Defeat The Ancient Game Go   \n",
       "2   Google Beats Go, The Ancient Game That Computers Couldn’t Crack   \n",
       "3                    Delivery drones will mean the end of ownership   \n",
       "4                              Why Some Apps Use Fake Progress Bars   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0        DeepMind’s dramatic victory over legendary Go player Lee Se-dol earlier today is a huge moment in the history of artificial intelligence, and something many predicted would be decades away. ...   \n",
       "1  [] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...   \n",
       "2  [] The board game Go has a deceptively simple premise: Defeat your opponent by using white or black stones to claim the most territory on a 19-by-19 grid. But people have been wrestling with it fo...   \n",
       "3        The Verge 2021In celebration of our 5th anniversary, this month we’re publishing a series of interviews with innovative leaders about what the next five years hold. To read more about this s...   \n",
       "4  [But as I watched one particularly slick animation, which showed a virtual tax form lighting up line by line—yellow or green—I wondered if what I was seeing actually reflected the progress of a re...   \n",
       "\n",
       "   year    publication  category  \n",
       "0  2016          Verge   Reports  \n",
       "1  2016  Buzzfeed News   general  \n",
       "2  2016  Buzzfeed News   general  \n",
       "3  2016          Verge  Longform  \n",
       "4  2017       Atlantic   general  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verge_or_general = {'$or': [\n",
    "    {'publication': { '$eq': 'verge'}},\n",
    "    {'category': {'$eq': 'general'}}]\n",
    "}\n",
    "plot_summary(summary(\n",
    "    alpha_go_content, \n",
    "    verge_or_general))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73903688",
   "metadata": {},
   "source": [
    "## Black Panther\n",
    "\n",
    "Our next query is to find a similar articles like one about Black Panther. The first query is without a filtering rules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3973c205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'      Ahead of Black Panther’s 2018 theatrical release, Marvel turned to Ta-Nehisi Coates to breathe new life into the nation of Wakanda. “I made most of my career analyzing the forces of racism and white supremacy as an idea in America. But what you begin to realize after you do that long enough — you aren’t talking about anything specific. In other words, you aren’t really talking about whether some people have lighter skin or some people have blonde hair or some people have blue eyes or some '"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "black_panther_content = test_lookup.content(5)\n",
    "black_panther_content[:500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1dc3ec5d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    18.000000\n",
      "mean      0.906647\n",
      "std       0.054499\n",
      "min       0.850607\n",
      "25%       0.858350\n",
      "50%       0.876551\n",
      "75%       0.963244\n",
      "max       0.972147\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>169043</td>\n",
       "      <td>0.972147</td>\n",
       "      <td>2016: Age Of The On-Screen Black Superhero</td>\n",
       "      <td>[Now that the long wait is over and fans can finally bask in the super-sized, superhero brawl that is Captain America: Civil War, some may overlook something really special about this movie., It h...</td>\n",
       "      <td>2016</td>\n",
       "      <td>NPR</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>150981</td>\n",
       "      <td>0.971157</td>\n",
       "      <td>Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws</td>\n",
       "      <td>The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>238438</td>\n",
       "      <td>0.966665</td>\n",
       "      <td>‘Black Panther’ Brings Hope, Hype and Pride - The New York Times</td>\n",
       "      <td>“I suppose neither of us is used to the spotlight,” a dapper T’Challa, the prince of Wakanda, says upon meeting Natasha Romanova, a.k.a. the Black Widow, in “Captain America: Civil War.” A few sce...</td>\n",
       "      <td>2018</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>243741</td>\n",
       "      <td>0.963470</td>\n",
       "      <td>The Many Meanings of Black Panther’s Mask - The New York Times</td>\n",
       "      <td>In an interview with BuzzFeed News in the fall, Sterling K. Brown, a star of “Black Panther,” thrilled at the prospect of children, black and white, dressing up as the title character. “This Hallo...</td>\n",
       "      <td>2018</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>31503</td>\n",
       "      <td>0.963350</td>\n",
       "      <td>Marvel Comics Cancels Black Lives Matter-Themed 'Black Panther' Due to Poor Sales</td>\n",
       "      <td>Marvel Comics has canceled its Black Lives Matter-inspired comic book Black Panther &amp;amp The Crew due to poor sales, according to reports.[The comic book — written by activist author Ta-Nehisi Coa...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Breitbart</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    169043  0.972147   \n",
       "1    150981  0.971157   \n",
       "3    238438  0.966665   \n",
       "5    243741  0.963470   \n",
       "6     31503  0.963350   \n",
       "\n",
       "                                                                                    title  \\\n",
       "0                                              2016: Age Of The On-Screen Black Superhero   \n",
       "1  Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws   \n",
       "3                        ‘Black Panther’ Brings Hope, Hype and Pride - The New York Times   \n",
       "5                          The Many Meanings of Black Panther’s Mask - The New York Times   \n",
       "6       Marvel Comics Cancels Black Lives Matter-Themed 'Black Panther' Due to Poor Sales   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  [Now that the long wait is over and fans can finally bask in the super-sized, superhero brawl that is Captain America: Civil War, some may overlook something really special about this movie., It h...   \n",
       "1  The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...   \n",
       "3  “I suppose neither of us is used to the spotlight,” a dapper T’Challa, the prince of Wakanda, says upon meeting Natasha Romanova, a.k.a. the Black Widow, in “Captain America: Civil War.” A few sce...   \n",
       "5  In an interview with BuzzFeed News in the fall, Sterling K. Brown, a star of “Black Panther,” thrilled at the prospect of children, black and white, dressing up as the title character. “This Hallo...   \n",
       "6  Marvel Comics has canceled its Black Lives Matter-inspired comic book Black Panther &amp The Crew due to poor sales, according to reports.[The comic book — written by activist author Ta-Nehisi Coa...   \n",
       "\n",
       "   year     publication   category  \n",
       "0  2016             NPR      radio  \n",
       "1  2017        Guardian  newspaper  \n",
       "3  2018  New York Times  newspaper  \n",
       "5  2018  New York Times  newspaper  \n",
       "6  2017       Breitbart    general  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_summary(summary(black_panther_content))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ea1f276",
   "metadata": {},
   "source": [
    "### Black Panther - Query 1 - Not In\n",
    "**Query: I want articles related to \"Black Panther\" content not published by \"Guardian\", \"Verge\", \"New York Times\", nor \"Breitbart\". But I'll accapt any related newspaper article.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "db2bb20e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    20.000000\n",
      "mean      0.908505\n",
      "std       0.056952\n",
      "min       0.847293\n",
      "25%       0.850350\n",
      "50%       0.914961\n",
      "75%       0.961939\n",
      "max       0.972147\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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d3PlCIYTEnZjBqtZJQ5/+1QvEve1iQydxVsOyuY47OYNZqiAdFxWGbAtpXX99HNG7co5wffXexM4nRNoOuT0HMIsl4m5nKzpzMyqOSHodouYmzuhEVkhtOagoyJ4PA+J2A7s+Rn7/EZJ+F2/uciZ61MO/YDwuVI+9CALS0CdqbTwS0WO6BfJTBxh5/su4YzNEzfUb3vufIm5OcPCQyYsv27ju9vV3O5qf/CjkP/x7n8sXE/xAo9VAH4vspy8kSClwbMjlBbmcYGFhd38PSQJzswm//EVItSb44pdsbEewvKR48zcRP/x+yPzcp/cZKgWep/F9ne2/yD66Ulni+5ovfXl3jdk+T6hUkySfTAwbptjplHxjHQrSZNhL/CAIYVB0x5isP0OlMIMXNtBaY5t5LDPHwsY7NLvX8KPWrq3zE7Wlb7tZ31IoAALDEjgFA7do4rUiOushhikYP1wkV7GI10K0hqAb43cThBRMnyizfL5LGilq0y6lUYd+44YhUdhP6DUj/G7C6L48zSWfxnx2Ic5XLYQQqFTvThRM6Szqgia/7wjlp54lt2c/cXOTaHOdYH2JuLl5e7GtEJjFCoaTwyyWqX/h61k6I93+q5FuDmdsctC9ZCFtBx1H7CRmtVLEnea2LqyHiTAMzHINYTk4oxOMfvn3UXEEavuBNUtl7NoI0raRloW07aw2RGuixhqtD96k/NRz2NUR6i9/hdLRp4ka64QbK4QbKySd1rburPzUAZzKKAhB58pHj0Ua6JNiuHncsWk00PzoDcLm6m0F3g8Td3SKwt6jlA+dwh2dxnDcRyJ2AKZnDKanDQoFgbwpKKE1/OTHId//XsBHH8Z02voumvj63XnWth74u3+pSZKs06nZVPz1D0KkhH5fs7aqWFpKiaKPX8ZuovXgXKvg+q8lDLIW/WFk4c7obdekO5PEGsMUmT/O4KdhWIJi2cB2JeldO0jv7fu39Rky6B8RT1yw+zYMYTJaOUqqYhY33sWLmqA1lpkn79SoFPYQxb3HR/DcDZVq/E5Mc8ln9EAh+5ANwdiBAqYlScIUrTVRkLJxrc/ovjxHvlCnMuES9GIKVRshM/V8nThQbMx6XHunydjBIkIKWisBQmS1QO1ln4XTHZTaDdGj8Zfn0TprwXYnZrCKFaxyDWd8GntsgnB1kWB1iXDjpsiLEEjbyVrYTROrWse6w9k79fukfp+43bh7Fk5rVBDcNbK0q4gsBSIMA2lZ2LXRO770+uT1W2uIrkeGQJCb3jdI8+3Bro/hjE0Srq8QrCwQrq+QDCJgTmWU/PRBhJT05i98LgQPUmJX6pStU6SBR/eqgb++iI4f7lVTWjZ2dYzSwROU9j9FYebg4JlH1wI7My0Zn5AYxo1tSFNNEMAbv4l4952YVvPjf7haZymm+CEW9a6uZGkteIKNbJ4QvE5KrmAwsdfhctFApVCumxx6ukChYhL0P7mqjEJNFCgEUBk1KVQMvG6KNARpfDeB//lFSINibpJWb4611jniNDvfS2GSd+oc2/P7OFZpV9d534Iny4EqBBKtNCrVxEGKSjVKa1SiSaIUvxPjtWMuvdHg6d+bwC2adNZDLr+xSWc9q8+5vrzZd1sIIXjtP9/Lia9P0G9GbFzr0VzwaS/76JsiC8vnO4T9hFf+dIbnvjVFacRBSuish3z0w1UWz3TutOn3jY4j/PkrBEuzmKUK+b2HyO8/Qn7vIXIz+0m6HfpXz7Hxyx9mkZ4tyZ7dWiT9Hu0P30KFwV3lfNxuDDqt7vyt10qhP8VbgutB2qi5Sev9NzJBd5fVhxsr2/dTpSS9Du0P3qR78SOckQkKB46S33+YwoGjFI+eIlheoPnOr+he+PBTSdU9KoQ0MAtFRp57HSEEadAnbK4/tFs8YZhY5RFGnv0SxX3HsCsjW899mt+hWxmfMKjXt9ebxDG0WoprVxLW157As/6QR87GUsT4XoenXi5x+cM+7mbC9EGXr/ytOpURk/WFTx6R9TspvWZCkmj2n8zTbiSsXAtwcgbtjZjAezK/+1IaKJ0Qp8HWY9m/fYSQW4NGd4v7Fjwbs316jRAhBH47prkk+LP/+2kaCx5prOg3IpbOdehtRqSp5o1/Pcf7f7mEMARprPA7CWd+vJ5FeAafca8RcumNTdau9DLFm2QiShqCyM/E0/XXxkFKY97jV/9iDjtvYFgSISCJFP1WRBKpXYjubEenKUm3Q+/KOfylOdrvv0nx2NPk9xwktycTQf781SxSoTWJ10eFIcI0CNdXiJobd01j6CTJUkaPSYxTq5Sk10XHESoMCFcXSXod1F0iTDqOMvPFHVBhQLi+TNxp0bt4GndyL8UjJ3AnZ8jvO0Tc3iRYXnhYu/OYIJCmTfnwMwjLZvOdnxL3Ox9fBH+fSMuhuO8YlePPk586gJkr3vIKvWOd2KdBLi9uq90JA83SYkr4aLrkhwzh/V+0EQJe+EaFv/d/niFNNJ1GwrUzHk5e0tn85L/RKFLMnvf5yZ9tcuhUnhMvl4hCRb+T8p/++RoX3ul9/EI+b2hNkgRYRo6CO0I/2ASyGp6iO06qYlK1u+fH+xY8kZcS3eIxsHT2RlQlDhT95o2NbCx8fFoijbOur5vrde6EVhD5KZvzn0I9y/VaB63RaULa75H2e8StTaTjYlfquNP7sCt1wtWlrQ2MNlZJZtrYo5M4oxNEzQ3SfvcO65Bb63hc0HFMuLZIfmZftp8jE0Stxp33YeA+vW0fbjp2KIUKg8xZudNCJTHSzeFO7cUqVTCL5TtmWoRhYuZLFGYOoZMYb3WeuN+mMH0Qq1DBX1/AqY5jFctI00ElEWFzjbC5dluxOAic+jhObRy7lDlQp1FA3G3hrc6jQh+7MkJx3zF6cxeIuk2ElORGZ7CroyT9Dt3ZcwC4o9PY5Tpha52427qzr41SaKUyh24hsMo1inuPoqOQ9qUPCDZX0cknT28Jw8Rw85T2H6d04AT5mUOYuWK2XrLIjlYpwcYy3WvnHknxtOtmLdU3kySaTlt94uLSIUOuE3iKn/95g24zYX0x3HZa8nspP/mzDRqrEZsr2XVqfSHi9G+6eL00c2EW0GnEzF/wWZkN8bop64vhjbbzSNFci/jJn22wvhhlZRcf8/XVCtYXQ978XpO1uRzFmolA4PdTuo27X9St8QlyBw6S9nuEy8skjc2PPQb21DT2xCRmrX5jG8KQpNkgmJvd5pl2K2a1ij01jTU2jjAGEkFrkmaDcHmJeG31Y9d/Lyid0OxdI+fUmR55PqvV0RrLzGGbRbreCl74iJ2WnwiEyNIC1XpWCB2F6DRFawWDNnGtNUqlgwFoN6rjtFKE61ldjz06QfHwCZJ+L3tdEqO1ykJ10kBYmamiCoPbamA+MTJbB0IghMgcogePbxVJD0SKVmpbSknFIcHSHNH+o7jT+ygde5qk3yXaWM32AZ3tg2EizOwrlHr9rQJuIQ2MfAGzVEGFfhYZSrOaLSEl0rKzGhattrZhx49BGljFKsU9hykffpqo0yTqNkm8LqV9xynsOUz70oe49QmsUhXDzgEaf22R3tx52v3TW9GMzPm5SHHPEQozh7CKFYQ0UXFI2N5ESANvdR6nPs7oc18h8XqkoY8wTEoHT1KYOYS/tkBv4RI6TclP7qe49yit82+TBt4dBU/caxH321jFCiCQholTGcV85jXSOEKnKWFj9TbjyPtBmBZWsUpuch+1U1/AHZvGsG9MGdZKodOYsLVJ9/JHtC6+f9do3cPCMrNi45tRKhsb8STWMAx5OASe4sf/dmPH57xuyg/+5fb5TFGguHbW49rZ22+iL757uwN8HGkaq/Fty/k4+u2US+/3ufT+fbjKS4kzOUXlS18hWltBJ8k9CR6rPkLuyFHc/VlNpFEooKII/9JF4mbjroLHKJZw9x0gf/Q40nURjotRKOBfvghv/mb3BI9K2OxcYaLmUi8fopSf3HouSQPW1s/SD3b+HB+UoeDZASENzHyRsa/+EUYun3UUdduoIMhGRuTz5Pcdwa6PkXo9gqXZTNRA1qHUbODNXcYs1ygefoqRfIFgbYlobRmVxAjLxiqWsUcnSLpt+lcv0Dnz7i7ugMBwcxiFUiZuLBu7PgYIpO1iVes4k3vQcYyOI9LA2ya4dJIQNtbpXb2Qjcc4cAyjUCRcXSJqrKOSGMPJYZWrWLUR4laD7vkP6V89D2QFs8XDJ6i/9g2C1UXiVoPU66KiCOm4OGOT5GYOIN08cXODcH1lR9Fj5osU9hxm/NVv0jr/Np2rZ/DXl7bEmV2qM/rsl2mc/g3Ns2+h4ojCnsOUDpyg7Lj0Fi+TRgEohXRyVI4+S3HPEdIwYOVX30VFAe7IFIU9Rxl/+XdYe+uvUUlM1G1iOLlsdpgAu1xHhQFp4GEWyiT9DobjYtguUadxV9fi1rl3QAjqT39xSxwiJYaTo/7Maxi2w8a7Pyfxuw/crm9XRikfOsXIc69juPkbd2UDVBITdTZZf+tH9BevkPQ7jyStJaRA3hLJ0zxRLgVDhnwCPsYU6CaC2avEzU36H32IUShQfOEl7PGJe3pvtL6Gevu3+JcvYhSKuAcOUf7CFz/Bdu+MRuNHbRY23mG9dYGcWwMgTnyCqEWcBCi9uzdmQ8GzA1qrzGem08TMF8hN7oWp/YOIhMruxpWmd/ks/uIsYWN9+0VPK4KVhaz2p9PEro9hV0dx6mODp7M0h05i4laD+B4Hed4rRq5A8fBTlJ56DiFlpvDzpUHLfJni4RM449OgUnSa4i1cpfGbH29fiFL485fRcUTU3sSujuCMT+FOZC3WKJUNUI0CosY6yU3pLq1SUr9P0mlhlavY1ZGt44pKszb75gbdc+/Tu3J+23uvCx8zXyY/uY/81H46V07TnbtA2NjuQ6SikKC5ircyR7C5jE5T0jgkN74HM1fAKtXQrQ2UCjHdPKUDJ0h6bXrzFwk2stcng2Lx/OQ+3JEp4l6buNvMBI2TQ8URhuNmEZ84xC7X0UmMMLOIWeJ17xotCVvrdC5/BFpTOfY8Zr40SDMJzHyJ4v7jgKZx+k3iTvO+Uk3ScshN7qN86BTFvUcw80UQEnFT23nca+EtXaN98X28lVlSr/upix0pwXEEjpP5mgwZMuQeUYpgbpbN730XFfjEmx8f3QFIfR8Vx6SdLtJ1yR05BvcoeHQUkbRbpF4f6boYhVvrAHcTnTXICIlpuAgESmXnQP0QzlNDwbMTOpto3r92kaTXxSyVkbabuX4NHIzjTotwbXkwI6t3W4Qi6XVIw4DE7+FOzGDXxrILkhRZPVDgk/S6hKuLxM2dv8Rxa5P+7CWi5gZJr3PvF8Pr09xvKpROvP42t+ctBsJrx/W3m6RhSNJr407uwarUB4NIJTrJJr7H3TbB8sK2WWAqTQg31+mcex+rXMPI5RGmBUJkESWvR9xu4i3OknSatwxdHUSI9h3FHZnK7NsvvkewuXxbm3oa+fhrC0SdTdKBR1HUXCP1+1iFMmauQNxpbtW3uLUJWmsL+OsLW8tS3YjAdkijAKtQHkRDGhh2Nu8rGaQsY6+DjiOcyihp6GXdVlGIiqK7CggVBVkbehIjbZfCnsPY5fpg7IqJUxtHmhZJ4NGbPU/YWLuHzzkTrrmxGcqHn6aw5whOdYSb7/5UkhD32/QXLtO7dobO1bPZcne5Vsy2oVqVlCsSazD6wN76M/u742QmgU+dsCiXtwse1xFMzxh87RsOR4/d++loaTHl7bfuv6CxVBbs2WOwZ69xWwH1xxFFmnNns26y3XR3ftw5fMRg/wGTwmC+2NpqypUrKY1NRZqCZWVGiHv23Jh0L2TmkdRqZe39Gxspt/ZtZEIY9uwxGB03KJUFlilIksxosd3SLC2ltNvqtvc+SSStJknrPm+K0+xmNo0iVBzdn/eX1oPof/Zf6j+selmBZeYo5SYo5saxjBwArl0mZ1dp9ecJog6p2j0Lj6Hg2YlBvU3v0hl6l848+GLiiHBlkXBl8YHe781fycY13Cep36dz5t1dSZOpwMNfnMVfnL2PNymizVWizfvP9WbpxBK1k68Qd1p0587TX762o6hQSULca93WHZa18LMlsqRpYbp5hGmShv5tP2CVJiT9DsI0kYZJ3GmSm9yHVayg0oQ06BN3m6gkxqmOkfg9tFbE/Rb34rGqwkyYqfd/AVphHH0Ow8mhtUaaFnZlhNHnv4pAZCKy17rbEULaDoXpg9ROvUph+tBWfdZWy7lSJF6X3rVzNM/+Fn91/qEUxUsJ5bLg2ectTj5tUa0KKhVJpSqpVgXVqqRalRSKAstiW+TpOuWK5IUX7Y+dmH4zSsF3vxPw9lut+97m6WmDb/2NHH/6d1wmJu9vltLmRsr/57/r8fOfRnhzn18bhVv5xu86/Bf/IM/+AwZCCH7y45D/+X/0ePONiCDU1OqSE6cs/vhbDs88ZzE1ZWCasLaqOPNRws9+GvLrX0asrKRcD4YKAfm8YGpa8q1v5/jCF20OHzEplTJn6eUlxbmzMT/4XshHH8asLKsd55sN+ewihaSUm2CydopSfpKuvwpa41glHKuEYdhsdi7vah3PUPAMeawwnDxWsYa/toBVKFOYPEC3eibrhLq1m0mrzIxx1y7mgjQOibpNivuOZrU7UUjcaRK1NjEcF7syQtzvZKJiYENwL2iVEjbXaZ59mzQKGXn2S1mtjRCZ0WOuQOX4CwjbYfOdn5JG4e3eRDKbqVY/9RrFA0+RG526URd0Y014awt0Ln9I98pp4m7roXUAGkbmrfPlr9r87u+7mEaWssr+zGYVmSbbXJWHfPYpFsTAQBIOHDD46tcd/v5/madWz2Z9WZZACJicMqhUJE+dNDl6zOT73wt4683s5qRSFXzhNYd/8I9y7NtnUK1JXDcbClssCvYfEIyPS55+xuYH3wv47ncCLpxPhqLnc4SUFuPVpwjiLiuLpwmiNhqNZeTIO3XGKscIos5Q8Az5/KLTmLjXonP1I9z6BE51jNrJV2mdfztL99wiAu7FSE+lSTY9Pk2QloN0cuDf6FLIOrgKJF6XpN8h7rURpoVZKGP02kSdBlGvhWOMYuaKWIUyaehnwuc+xIROIsLNZbpCIC2L4r7j2OVa1rFnmDjVMUr7j6OikO6V09nsrcH+StvBqU1QOvAUpQMncOrjGE7uxrKVQqUJ3uJlutfO0Zu/SNhaf6gVwUKA7UB9RDI9/ckmT39aaJ25t6tBc+AjmrLxmaZQFExNG9RHJF983eYP/9jlyNHsUnLz8TSMzIqgUhV87RsOnY5ieSllfU3xyqs2f/jHDs+/YOO6bHPfljITy7kc1OoQRQ5RpFleSul0Ht+OvvyxpzCrNeLGBuHiAsr3wTAxKxXcAwcxCkWSVhP/8iWU18+iz45D/vgJhGkSzF4jaTUxiiXsySmc6ZmtuwWdpqSdNsH83K51ST1qhJC4dgUvbNLuL26lrgLRIU1Dpkee30pz7RZDwbNL1MdN8iWDJNZsrsbE4ZOT499N0ihEJRv0Fy4RtdYpHThJ5eizRO3MvDHq3L8vg05ikqBH3Gli5oo4tfEsbaQU0nawSzVMt0A/8Ija1+ejCcxcEcPN4y1fI/F62MVqNmesUCLxe8S99n07F6eD9Nb1lnchj2KVqkBmHeDWJzGfKaDjiK5Ksxok08IdnaJ04AT1p19FOnnkTZ1YWqUkfp+wsUbr7Nv0F698TFpsd9AaohAaG4qF+Y+vLyuVJfncdi+eNM1mQnU7+p5HRSgFjc0Hu9X3PM3iQsrpD2PWVlIMM4sqSJlddA0ja52vViWl8jA0tRPFomDvXoPjT5m8/mWH51+wiCNNEGi0zqbb53KZHYYQ2cDXI0dNXnrZZm425aMPY776NYcvf8Umn4coAq8/qAca1HyZptiaOXXsuEkUOfz0xxFXLif0eo/nuTV3+CjuocMEc9eIm02U7yNtC3tyivJLr2KNTxAtLxKtraK8PsI0MUplii+8lNXxtVqk3S4yX8CenqFw6hmEZSHdHDKXI1yYQ4Xh50bw3OD2oWcP6xMeCp5d4vU/rnLylQLtzZT/8E/XWJn7lCcMfg7x1hYBkRXnHjwFCBof/YYH+TmkgU/n6hkKUwcoHzxB3NkkCXxyY9OUD54EIQgbqwSNVYQ0UFGImStg5otE3SYqDtEqRcUhZr4ELA2MDe9/W1QcEmyu0PjgV6gopP70a1m9EQNPnVKN+rNfQpg2rXNv49THqZ/6AsUDT2XDP29pTU3DgP7iFdbf+vFAGAY7rHX3SVNYX1f8/GcRS4sfL0C+9GWH4ydMxsdvRIN8XzM/l/LrX0asr92biNEarlx+MMGztJjy5//e5z99NyCXz1IwxWJWZ1QsZn+v1QS/902HL3zReaB1fN4pFCWHj5p8y3Y5eswkTaHRUFy9nJAkMDIiOXrcxL6lLOvwEZM/+pbL9LTBiVMm1ZpEqazWZ2kxpdfTjI1L9u03qFZvfMdNE8bGJK9/xabbVfR6j2deK+l1UWGAVasjB6lmYVrYY+MIy0KYBtboGHLgvyYME7NWR9pOVrvX2EAlMfHmOv33AsJr15CuQ+7ocUovv/Iod+3hcJPTct4ZyWp4tpyWx1AqJtWP2Gl5yM7YjiBXkIS+RhrDOPmuoFLC1gYb7/+c+slXyU/uz4px5y/e96LS0KdzJWsPd8emGX/1m9kTImtv3/zgl/hrC1knkxAk/TZ2uYrh5LfSYSoOiXsdcmMzIGTmnfOg9TFaETbX6Vz+ELSicuyFrZZ1DdjlGpWjz+LWx7FKVZzaeDbQ9abZMlnRdpPOpY/oXjtL1Fr7VEeUKAXttuKD92MuX/r4CM/EpMHMHoPx8RuPhaFmdSXl17/K7t7vCZ1NL3/QbQ7DbL39vqbVBNNSA1NEgWVDqSR56oTFQ7Ae+VxQLAr27zcYH5dsbiq+8xc+P/x+mKWbUk2tJnn1NZuvfs3h8NEbl5j6iOTZ57Oi5uk9BgvzKT/7Scg7b8esririWOO6gq//jsOXXrd56sRAGAhBoSB55lmLN34dcZXHU/CkvS4qCLBGRm/cwFgm9tg4abeTOa3XRzBKZYTjZsOla3WQEuV7pL1e1jUbRSSqTep7WUS5Vn94IY9HSKpi1trnqBb2cmDyS4RxVmZgShvDsGn0Zun5uxvN+uwKHilBiq173cwt+HP4rXiCCNub2ecqRHbhBtLQo794FbtUQzq5LW8Gf20xGwvRadzWpeWvzWcpp25rq8Vbpwlhc52edYk0DnFHJpGGSRp6hM11uvMXb/gBKUV/ZZY0ClBJJnTQmrifia0k6BM2Vu+v1XMHtlrW0+SmlvWRzDvJcnBHp3Cqo5kBotxuOpYGPmF7g97ceTqXTxMMlvNpE4Wwvqa4F8/ZZlMT33LDlqaZeFlaTLl29dO9kKVp9l+4lX7WCAGdtqbbfUwLRR4DbDsrRndzgt/8OuK73wn42U+iLZ2dy8HammJsXDI5JSkU5eBxgeNIajVJp6348P2Yv/gPAefPbU9TJQkUCoLjT10XPNm6jhwzKZUf35vJtNtFeR7G/iLSccAwkJaNNTpGtLKMCgLMWh2zXMHI50FrzHodVEra76Fv+nFcbwkHUIFPNgPvEe3YQ0LplHZ/AUM6GIazVa+jUQRRm2ZvFj9s7eo6H3/BY0iEYSAMeUPkSIGwLYRhcN26VXU9lB+ik8dT/Q/5eLzlq3jLV7c/qDU6jWmcfmPbw+1L799xOa3z79zhGY2/No+/Nn/X7dAqpXv1DN2r2y0J4m6T1vm34fzbd33//aDCAH9tERX/PGtZP5LDcAsASNPKCiK2NixrgtdpQthYpXPlNI3Tv8k8iB6jWWxDPv8oBe2W4o1fR/zqF9G2r5/vw3vvxpz5KOHkKYtDxRtRSSkzA8qrV1N+/et4Ry+lDz+IOXDQ4E//rsYwsgjPdb+eQiEbFv04ft3TXpe030M6LjKfx3BchONg1mp4Vy6hwxBn3wHMSiUb9TAQQCoMSbt3mFP4uUYTJz6rzTNsdi6Rc647LXsEUQelU4SQSGECGqUVn1T1Pd6CxzSwp0dx9k9iTY9ijdcwqkWkayNMY1tLQOfH7+C9d5F4+d6cKIcMeVzQaULY2sha1sOQkedfR0hz5xYirelePUvn8of05i9mBoqP49l/yOeaINCcPh1v89a5lfn5lGtXEw4dvv0yc/5cwtnTO9dnBL6m2VCsrSrGxiS2k/0ULCtLp+Vy4rE0fkx7XdJOlroyyxXMkdFsHqNpono9knaLpLGBUSphFIroJMGq1Yk3N0g7T57gkcKkVtpHEHXxgs2tyehaK7ROMQ2bojuOY5dJEp+Ov0KcfDITxMdS8BjlAvaeceyDk9gz41gTNcxKEVkuIHMOwroxFHPrPdUSwrZ2XqAQ2HvGcI/uHfiegPIC4pUG8fImyt+emnBygtqYxaGTOUamLHKFzK4/9BWtzYTlayFzFwP83vawt9aAgEMncxx5NsfolI1lCbxeyspcxJXTPu3NhOSmbpTqqMn0QYf9x1yKVRMhwOulrC9EXD7t01iLt+xYnv1Skcl9Nufe9lhbjIgCRblu8pVvV0kTmLvo89FvssF0M4ccDp7M4fdSZi8EbCztbvHXrew95nLo6Ty1MYv3f9Fh4VIw7FS7D3QSE26u0BUCYVmU9h/HLtWzKOaA6yaIvbnzN2ZiDRnyCIhjmL2W0mqqO+rtzY2UtdXbz5Faw+JCyvz8ztF4pcD3NJubKdWawHZudHzl8lm7uvewzH8/ASoIstRUFCILBayRUcxSKXvc65N02sSbm5i1Gka5TBr4GKUS4cI8SffJ+y1LaTBSOoTSKV6YOUl3vRX8qInWkrHKcXJ2BcNwkMLAMnN0vOVPNEH98RI8QmDUy7iHpsm/cIz804cw6iXknYTMfSzXmhql9OVnkYUcGJK02cU/N0u3/8E2wSMl1CcsXvpamaPP5amPm1iOxDAEUaRYX4xxC5L1peg2wWOYglLV4NQXihTKktFJC8uRaKVZno0olA3e+3mX9maCkODmJMefz3Py1SKHTuVwchIBhL6iuZHg5CXn3/VYnc/qWY6/kOfZL5WIQ02/k6I1jO+x+YO/P4LW8MYP21uCZ89hh69+u8rcxYD2ZnJHwePmJbmigZOXNFYiouDBRMqeIy6vf7vGvmM5Whsxq3MRcThML94PWcv6IknoI4SkuPdINoZCZg6310eexP3ObWM2hgz5NElizcqyumuLeKejabW3nyOV0oQhbG4qWs0710lFsabd1rcZDTpOJoAex4IWnWQjg9JeLxvBUx9Bui5Jp43yfVLPI97cwJnZg1mpkvay9Ffa72dFzU8YUhiU8tMY0sC1qwgBpmEjeoIg6jBWOUaiQoKwjWWXqRb3odGfE8EjBMKxKH3paQqvncI9MAWG3B1nMKWyIrBUYU3UEK6NGq1gVIv4H14hWb1xAJ2c5Mgzef6z/+MkH/2myxs/6DB3IcC0BaNTFm5eEvTVbSa4AKWqQX3Cojpq8uFvevzyuy3SSPPK71U49nyeAydclq+F9NoptiPYf9zlD/7LEUYmLU6/2efMW33SWDNz2OEr364yMjlKZaTNd/6ndbSCbiul30kZm7Gwc4ICBuMzNlGoqYyajE7eEIb5kkF11OS9n8d43TsLj6mDDseeL7DveI7v/I9rLF990EJcgdaCONQ8hJFNTwwqDgk3V9h45yck/Q71Z76EmS+AMLIW1/IIxb1HSf0+3vK1R725Q55Q0jSL4Pj+nX/oga/xb+mmS5Psff3e3UdFpElmWXDrefZ6N93jigpD4s1NhG1j1moIKYk3NrJhnkFAvLmBcBys+gjK9xFSkPY6pL0nL6UFAsOw8MMWm53LaBQjpUMIDJYbH2KZeZqtOZY238WQNoenv07eGflEa3xsBI9RL1N6/RkKLx3Hnh5FWLu7aWmzR3h1GefgFFJKpGNjjlUxx6rIxTVUP/MuyZcMKnWTXEFw9azP2bf7rC1ESAkLlySGKUjiLMJyK3LQNfbz/9jiozd6bKzEaAVJmhWbvvbNMhN7bFbnI9y85Et/XMXJSc6+7fGDf92g3UgG0aCQ9kbC1/5WjSPP5Dh4MsfCpYBuM6HbShibtnFciWXByITF3MWAQ1aOQtmkVDWIQkW+ZJAvGWysxPTv0nEyvtdh/4kclVELy3rwE8mFd3o017Lo18LFgCgYdrk8MFoT99p0Ln9EGvrUTryCXR3FcFy0lBT3Hyfudwgaq5nnzlBdDvmUUQp6PU18F7uxJIH4lvqeNNW0O5roY2zKlMqiSLd+tQ0TzMfY1FuHIXFjA7NcReZz6CQhuHYVFfjZc5sb6DjGrFTRcYzyA5TnZUOInzA0mjDu0fWWaXavodGUc5NZM+rAdFKjSFWMUilZF+UnE7uPheAxqkXco3sovnoSa2YUo3DDTlpFCcoPSNv9rAsrikFK3EPTyNy9G4Ml7R7h7Ap68AsUhkTmHKyJrBD6uuBJYk0YKAJPURuzmNhrE3iKxmpMtx3vGNnZWkesaTdTzr/rce1csFWrc+1swP7jIbYtqYyY5IsGuaLMjAo3Eq6e8bh69kaKottK6TQTXvpGmfqExcGnXNYWIjrNlF4r5eAJF9vNxNfIlMXKXEhlxAQBo1MWXk+RL2Z1Ts21GL9/h40WMDZjM3XAJUn0oPX5wdhcidlcebh1Qo8COWgPF/LhnWU1OotCqjSzV9BqMABVEWyu0F++CobEMcayERSVUQozh7bGYNyv134aBwQbyw917MSQzzfX62zu5o6t9O1fsVSB19Pb6hh3QutslNytr5JSIB5jA2wVZREee3wCs1pD9XvEG+so30enCWm/R+r1McsVrNExkm6HNPC3HShhWdl/UoI0kLk8AoGwTIx8AaNUvnG+SJJt7ezZAgTCtjMnd9PIusZsB4RE2jZGsYRR6mXnmjRFxTFb4TYhEKa5tX7hOFkLPZmJoiwUMMplSO+y/ntFa9I0RKlk63OW0iJnVynnpzClgxioH42C7Cg82LoGPHrBI8DeO5FFdg5MIm0rs+vXGh3GJM0u8dIGwZVFkvUWacdDOBbWP/jmfQke1fOJVzZRUYLWN5SiNV7DrJWJF7MBZd1WwspsyOLlkGe+WGRsxub0mz3OvtXPoiXtlNDfuVAv8LKi5l5ne2Gy308J+mnmJ1EwsHOZSeHEHpuFiwEby9u/MEmsaawmtDcTKiMm0wddLLubRXjaKaODCI+bl4xOW7z3i4CVuZBC2WD6kEuvlZIrSvxeSruRbKvLsWyBaQssW2JYgqkDDmN7bDaWYsojJrXx7fVSUaB2jGYZpsBxBU7+diHQ7yR3rAUSAuxctu1+L0XIbNSAaQnSRBMFmihQ2K7EcgSGKdAKAi8ljvROQ9OzcQCOxLYFcmBJr3U2YD2OFHH48SfYO2EWStSf+WJ2wngYaI3WGp3EqCRCxTE6jQf/jlGDFnS7XMcqVjFNCwyD/NR+rGKFuNvMTlz3QdTaYK25gVKfzEdoyJOL1prA13fs0MpexG2KRSsIwttrc3ZexyfZwkeDDiOSxibScTHLFeIo+7cKs0isThLSVgurPoJZqxEszKOCG79DYZqYlWqWDrMshGVjj0+AlMhcHntiEhX4qChGxxFJq0m8edNwTSkRlo01OopRLCJtG+nmMMtlhGkiy2WcPXuRrouOI1SQRZ2up9SEaWFWKpi1+mCshYs1PpEtOp/HHp/MIlJxjAoD0k6HeONeXLh2OFZokjTCtopUi3vRWuFYJUzDQQiJYVgY0sYxC2g0Qsjs5vAT8MgFj3BsnINT5J8+lLWaQ1ac6YX0fv0h3geXiWZXUEGUeeykKovIRPenKnWSkPZ80nYPs1ZCuJnvuTlSxigXtl6nUrhyJuCf/j+XeP4rRY4+l+cbf1rnG3+7xtWzAe//MqvrCbz0tmhPEmu83u2Pb99hMC2J5UikIYhCfUdxEPoKlWpyBYmUgk4zodtMqI1bOHlJsWowNmXTWktYdkOmDjhMH3BobyZIKVhfjLdf6AUceb7A8RcLHDqVpz5hMb7XoVAxKNVM/vH/Yy/RLZ1VH/yiw7/4bxdvu1ObOezw4jcqvP4n9du2+9/8kyXe+1lnxy4tJy959fer/M5/NsJ3/tkaxarJsReyGqLlayHv/rTN+z/v8MwXSzz35TKTBxx6nZSf/ftNLr7bp7Vx+xl2bI/D8ZcKnHy1yPheB9uVJJGmvRFz4d0+Z97scfWMt6NY+jgM26Uwc2jboM7dRsNW+0o2m0vf+PfAcMxwXKR1Q3QZtousjmVFzfd5ZfCdXHb3OGTIA6J1FhRQ92n2qnV2nvy8Bhev1/AAWQTD80i63RtREK2Jmw3scE82TLTRQIcDwSMERqFI8YWXKD73QnZTPhgwimFgVqsUn3ue/ImToDQ6Teh98B7Nv/7+1vqlZWONjVH96jewp2eyZUiJkc8jLBtncgqrUkMncTZw2Pdp/fRH9E9/CDBYxwsUn39xsP6s/OO6S7RZKJJ/6kR2jQ4C+ufO0PzBf3qwY6ViVltnqJcOMlV/BikMWr15oqSPaTisJH1yTpWje34fjUIgCaJPVtz9aAWPlNjTo9jToxiV4laBcrLewvvwMr03zhDNrpC2+9veJlz7/l2VNeg4IW11UUEdORA8RqWILG6/mHndlNnzPnGsWLwcMnXQYeaQw8iExcvfKOPkJG/+sE1jdfvFV+s7F+ze/JBSmjTJohWGKTDu8CmYVtaOGQ9y2f1OSqeRICXURk1KdRPLETTXYzRQqplM7rNxcgIpYX0p4lbzXa2yCEqnkZCmmsqoRaFiEPmKjaWI/i0Fzs31eMf98XuK1bmQi+/1sRzB1H6HqUMuxbJBsWLesdZcGoJy3eTgqTyv/H6VJNZUxyycnODIc3lMS5AvGRx7rpDtny04+lyBoJ+iUs3bP7rxhc8VJZP7HL7whzUOnMhRrBpEgcbvZUMhx2ZsKiMmYzM2tQmLj37VIbxLkeXOGyyRTg7Dzd/f+x4yQhoPnGaTljMcEz7kE5Oo22ts7gWlHsceq91Bpwlpt037N7/EKBRI2lmH1vUDpdMU/+IFknYLaTtEK8sk3fbgzRoVhgTXrqLvoaZHK0W0vLTD+rv0z54mXFz4mAVkkeWbIzTK8whmr91TmkonCdH6g49+UFrR89fQWuEFmwgh6flrJGmIYWTX56I7St6pI6RB31+n46088PrgEQseYUjsfROYY7Wt6I6KYqL5Nbo//4Dw2hLa38ViLqVI2310cOPDlMXcbakxrSGONLPnAubOB+QKkgMncnzlT6oceTbPV79d5fy73m2CJ3vzx29GmmhCX9HrJLgFSbGy/cIlZDabK18yAE17Ixm8R9NrZ51ao9MW+aKB76V02ylxrJna73Di5QKmBe3NlPWliCS5aYM0NNcSrnzos3ItQppQrJiUaiaN1Zjf/rDN6vz2NEdrbWfB09qIOftWj+VrIW7O4IWvlylUzME2fzyWLTj8TJ4rH3lc+chj4aLg1W9WeeqlAqWagddNuXbWwzAFXxy1OPZigZW5kHd+3EHr7BjVJ2xe+WaVF79RRiWaKx95LF4JCX2Fm5dM7LM58UqJZ79cplAxWL4SsL4YEUef19PtkCGfDpqBcLn/+85b/vI5YyBaeu/ewY1dKcLFecLFnd3eVeDjXzyPf/H8g60+SUjarTuv/2NI+71PtP77QxMnHq3eHC3mdnxFGHXpWRuYhkUv2PiMGw9KgT09ilkrbj2UtvuEc6sE52Z3PYmrlSbt+tvSYTLnIJ07+/xoDV5PcfbtPk4uS0W98jslnNyD3yFrDX5fsXAppFI3Gd+7XXDZThadqI6axLFm4XJAHGYx4NBXrC1EjM3YSMHA70YTelkH1/ieTBm3N/0swnNL7crqfMjaQph5HliSV34vi7J0mwnn3+kxe3a7v8udPoI41LTWEtrrCQiY2Gfj9XaoMrzLMUhTzUe/7vKr7zYxTcHkgSxNNq1d/of/2yyXPvQYmbQp10yeeb1MZcTCsLIuOduR7Dni8of/cIy1hYif/XmDH/6rTdJUD2q0sv37k/96nFd/v8rxF4scfb5AGCg2lz9/xdVDhnyq7FCfM2TIbhMlPaLkeobnk3/hHnlKy6iXMzPAAfHKJvHK5sOpWNN6UJF+c0W8eaN2CBifsZncb1OfsFhfiui1UpJEky9ITr5cYGzGYuFKeP+pkVtobyb8/DstvvGnNZ59rUi3mTB7PiBNNON7bF753TL5kuTcOx6XPvAJB23eYaBYnosYn7EJfcWlD72t2qFeO80KmacsZs/7rC/GpMkt23m9PERkqTV9PdRKVr90v7n16yUn6j5PgCqFzeWIbishiTRprOk1EzqNhF4robEW43dTwoqitZHth2UJ3JzES1Im9mXt9G7e4PIHfa6d9YnCW03OFNfO+Bw4keOpl4ocPJVj7oJ/X4JHxzFhY5XEdu995x5zovbmfRc6Dxky5O6YwqFiTzCVP4YhTLRW9JMW13rvkurbzzkCiS1dJvPHKFvjSGGQ6phV/xLrwbVPfwceW3ZPCzzalJYAo5DbqqcBSFpd0lbv4axQa3ScbjvZZ61/Nwo4bVcwNm1x8tUCfi9HFGpUqjEHNSHtjYSLH3h0Gp9sMrXXTTnz2z6Te20OnMjx/Osl9h1zUammUMoMBS994PPhr3vb6miiQLMyG3LguJu5nc5FJLEmDjVeN8Xrprg5iVZZq3iaPp63YUplUaXQyz4LrSHwFV43S9kFXmZMplKN38+Kt6WRdZghYGTSYmKfg2Fkqa1Tr5WYPrhdlAgBY3tsqmMWpiUYmbLJFe6v7iXxe7TOvYM0H3l9/66R9LuPZLL6kCGfbzRKJ8QqwDIquFYVy3CRfWNHwZO9Q5OoEKUTXKOAa47RjR+s62nIx/OIz+KZu/LNERblhbfNttpVdowc3dxCrvD7CteVTB9wKJQNDEPg9RTzFwM+eqPHGz/o3OZt4/UUrY2ETjO9LaqiFQR9xfpy5nqcxpo40qwtRPz0L1psrsa8+rtlnnmtiJSC1mbMxfc9fvVXLWbPB9s2OfAUC5dDWpsJrfVsrlccZaKh3025+IHH5F6H1mZCp5k8UGfSp4KGKNTbjlWaaqJQEQZqa7u1zmqertftXPcKKtVMqqOZ99DTXyxx4pUi+i6F7H4/83G4XxuHxOvS+OCX97t3Q4YMecJIdEQzWqIVLVN39jKVP4pjFO74eo0iUj6L3lka4SKj7j5m8ic/xS1+8njkt63CkHCz4V2q0OlDukoLgbStbJ0DdBSj4xvipbUR894vulz8wMM0BdLILpI61UShJvAUfi+9LfXzi++2eOvHHdJU02lsF0NxpHn7J10uf+TTbSaDi2/G+mLEr7+X8MEve5hWtq40ycwP+530tgLbbivh/V92uXLaJ0003Vay1f69dCXkn/+3y1iWoN9Vj6/YYVACsFOXx8A/5+MwLYHtZJ/jubd7rM1HW2m/nYhDxcZiRHN1WL8zZMiQIU8ij1zw6ChGJ+nWVGhhGdsiPruJkAJZzG2bqq7CaMt9GbIZLl5X4d1lHMNOdJsp3ebOBjzXW8p3MvBLYk2vlTko3wsqvb59t3evRaFmffEzdEH/BNm2zCQ0E0yz53zOvtmjtXHnfVcphF5619cMGTLks4UpbPJmhRFnL41wEQRU7SlsmQM0XtJm1b9CqiM0GolByR6laI6QM0tIDCLl00sadKJ1YuVvM7ezZY6CWadkjWAbOQQSpVMi5dOKlvGTDol+uGMhDGGRM8uMOQfoxGs0wsWB83CGFCYjzh5MYRMqj0b4Me3ojznStXAmKtS/dIRgqUn3zBLR+u7MGnu0gmdgMKijBJysjkfmXWTh4RSICsPArJW21QypfvBwU2iPMfo+C40fJwIvxRtMq/e7KatzIQuXgke8VUOGDPk0MYRJwayzt/A0UpjEKqBsjWHLHEIIpDBZD66RaoEhDFyjxKizj7xZxZIuQgi0VrhGEVPYbIbzxCrk+onRFDYFs0rVnsSUNuL6XAudrXuThYdecyOR2DLHZP4oZmDRT5oE6Y06V1NYjLuHEELQCpd58FnijweGa+FOVZn4w2dpvzdLsNIm2ujuyrXqkQoerTXKC9BhDKXBBtXKmNXS7q9MgLBNrMn6NqPBpNEh7fTv8sbPKfqmlNJgUNsnHFPyqdLZTGiuZndW43sdauPWUPAMGfIEIoXEMnKM5Q6wEcwx1/uAIO0NRI8kUpnVhmtUGHX3M+LuYyOYZc2/Qqh8xpx9jOUOcbD0Il7SyoZVkkXcU53QT1skQUQn3iBVEQWrxkzhBOPuQZRWD13wxDqkF29m+2QUKFmjBGmfTAEIDGFRssZoR8t04rWHui2fdR6tv7zSRMsbJK0b4SpragRrZgzhWLvqBmtUSziHZjDKhW0ps3i1SdLcnXDZZw2lsiJonWrq4xaOKx/rwXw3s3wt5NoZnzhUHH0+z5HnC5Rq5o7bb9qCXNEYOFd/+ts6ZMiQh4tA0onWaIYL9JMmsQrw0jZe0tp6Tc6sUHdmaIZLNMNl/LRLokI2wyxKYwiTkjWKbdxwVY9VQC/epBkuEqbdbLlJmw1/DikMbPnp2FUondKOVhAIytb41hBNW7oUrRFA46cdvOSTjV74vPNoIzxKEc2vkxy7ITiMUh5n7zi5kwcILsxvTTH/RBjZCIv880eRBRchZRbdSFOipQ2SjfYnX8dnEQ2N1YjWRkx9wubZ10vkSzKrJxoY9/VayW2REyEgXzJwchJpCkwjG3Vhu9mPsDpmMrnfwe+rwUBQReirHWdrPSjdZsLceZ/3ftbhwMk8T79WJPIVi5cDvF6KVpmbs1uQVEYspAHv/qxDZzPz/RkyZMjnhWwEj5e06cXNGzU1entdpC1zlKwxtFZoV1OyRraeK1ojWa2MUcIUN0oeNBpTWOTMCrZ0kcLAEDauUcQ28kjx6VxClU5pRcvkjDJFq44lHWIVYht5StYIQdrFT7oPvZ7os86jreFJFdHiOsl6ExXFWyaA9p4xSl99nrTnEy2so4PowY0IDYk5UsE9vo/CC0eRbuZqrJOEtNMnXlwnaT65qnjhUsC1Mz4jkzav/XGNA6fybCxGIMByJNfOeLcJHsMQzBx2B4M6s26p/SdyFMoGQsD+p/IkscbvpkShZmM5Ym0+3FWH4yTWLF0J+MG/3OAP/9E4+0/k+IN/aDN7xqfTTEhTyOUl5RGTkUkbv5dy5SOPfisl+awWLg0ZMuSORCog1jvXYwokprBwjQKGM0PFntxW+Hv9/dlU7huPuUaRqj3FiLsHRxYwpInAGER3sjqhrBbg4Z5TFCmdeINR9wAFWSVnllFxE0cWKFojdOMN/PT2TIUwJFYtj4oVKohQYdagI10Ls+QiDEnSDUj74dbrjbyNdC3ilpcN7AaEaWDkbKRtIswsjK5ThQoTUn8w2PuWQyAdE7PkosIENeiENvI20jSyzmylScMY5ceo6B59wcSgFrecBS5UnJB0g3uerfnIi5aTzTbh3CrR/BrOgUkwDIxKkfwzh0EI+r/+CO+jKw8U6RG2iVkpUv6DVyk8fwxZzG+1wKftPt7b57PoTnxvHVKfRy680yeJNEms2H8iz8GTOY4+VyCJNK3NmM3l7XcM0gA7J/nq367z0u9UyAb6CmxX4OSylNjzXy1z8tXiwMkZzr3V483vt2iutXZ12/udlAvv9gm8FU68WuTkq0VmjrgcKRgICVGg6LVTFi4HXP7Ao7WekMSPca/+kCFDHhitP364V6Ii5nrv0YpWCdPttZsaTaxCEnXjnDeVP07ZHiNRIdd67xKkPaQwKJg1DpdffSj7cbdt9+IWOaNEzZ4hURGOUaBg1ln2zuOnt9+4W7U8B//3v0ew2KT55mU6H2YdXJXn9zH5Jy9gj5VY+ndvsvHjs+hEYdUKjP3uSSrP72P2n/0Uf6GJEAJnokz99WMUj0/ijJVBCKKNLt3zSzR/cxl/voEKtt/QFo9PMfk3X6R3fhnvyjpaa0a/cYLcdA0jZ5N6EZ0P52j8+jK988v3dAyEZeBOVpn5e69gVgt4l9dY+rPfknrRPdnZPPK2dFJFdHUZ772LWBN1ZN5BmAaymCN3fB9GIYdzdC/x4jrxRpu000fY5m2t68IyMAou5kgFWcph1ivYUyPY+ydwj+zFHK1s+e+oICJe2qD3xult9UNPIl4vZfacTxQo6pPdrVoXlULQT1mZ237HpFXmafPWD9ss3mOR8MZyxNLVEKUyEfLRb7qEg/RTO3KoPFvDquVZcEeJekUiNIx5jOwvUD0xSu+pEj/82QrLb3v4nsaqF8kfHCO/r45VzWOWTNar8N5GhH5vBd3z0GFMEmsCXyH3TJJM7EXuuUL9VBF3soJZzqGCCG+uQe/iKsFyC7OUo3h0nPLTe1j7/mmClfa2H5E7WaH89AwAvctreFc3du1zGPLpIASYJti2wLKytKdtgWUJLFvgOFAsScbGby8GMy3Bvv0mT51QlEqCONZEEcSxJr7+Z3zjz08yHccwwLTAtsRg28Cyb/y7UhEcPWZSKt++nfm84ORJk1pV0OtnJqdxnPmBRVvbp0liSD5nhtt3OuQaRapjYhWggUh59JLmXZcgkJSsESQGrXCZbryZuShLl7xZvcvaHhaaftIil5SpOVMEaRdLOiQqIEi724TaDUQW5RkpYo+Xs0cMiTNaonh0AmGbOGNlrFqBaKOLPVLAGS9n58cwQTomhUPjjP3eKaxqHhUm9M4vo7XGKucoHpnEnaqx/ten6V9aJWnfmMUoXQt3soJOFe5kBZUolB/Tv7yGNA2EJTOhco9jbqRjUjw+Rf1LR3Gna/QvrdE5vYAKk7uazt7Moxc8QLzawP/wMs6haZxD01lhscxSUUathHNommhxnXhlk6TRAaWR+e3FYvbkCPrUQez9kxjVItZEHXtmDHvveBZ2FCKbG6U10eI6/plrBJcWspb4JxitoNNI7nlUxvVJ8u/9rMN7P7v/9SWR5toZn2tnsh9G8dgElVNTlE9Ns9QLWLvqYteK5J49iOFYmFMV2sUKl95u07woCANNru6Q21uneHQCIzcYlmpIGr2Y1tUerXcbBIs3TmZTf2M/U68cpvyKQDoWVjk3CK1K3MkKVsll7Uce0jbJ7R1h4vdP0r+0StwNSDo3fsDudJWxbzyFv9Qk3HiyhfJnCcOAYklw4IBJfURiW9mAXscR2A44jsCxBbYjcF3IFwQHD91+arRtwTPPWpTLgsamIoo0YQhhmJmSRtHg75EmDDXttmZ5KWVl+d5O6Lm8YHxcMjllUCwKbJvBNt60rXb290JRMDkpGR29XfBUq4Kv/45Ds6HwvBvbE4bc2M5oYKQaaFZXFKurKZ325zvVGyqPftIkb1bJGRX8pEeqYwQCQ5pIzEFaa5DGEQJT2ChSgrSfvVZIXKNA2R7bVuvzaeGnbfpJk4ncYSr2BKmO6cYbRGlwW4oOQKcpwWobq5LDrmWuz0bRwSg4IAVxy8PI2TgjJaKNLla9iLRN4pZH0g9xxspUnt9H7QuHab1zje6HC3izG+hUkds7QvmZPVRe2E/S9lB+RLe9ffg0UpCbqRG3ffyFBu0P5kmaWWTNKNikQULcussEdJ0lDKVlUjgyQfWlA5ROTuNdXafx5mW6H86jonvP0DwWgkf5IeG1ZVp/8Qtqf/tr5E4dRA9+x0JKjFKe3FP7yT21/47LKLz8FIWXn7rj85nYAR0l9N+5QPfn72ft8EMeOVbRofrMXq79/35B6kWMfOkIk3/0DGs/Osvaj85QeW4vuZka0UYP79oGaRDjz24SLDbpXVpDp4ry0zOMfuU4E988RdzytgkeAKucY+IPnmb1rz5i8YdnCJfbVF8+wOhXjzH+zadpvjtHsNImWGyS9ELy+0cJVjr0BoJHGBK7lqdwaIzNX10iWH5CC90/g+TygqeeMvk//J+KfPFLDvIBfU1zOcFrX7R57Yt3v9Bl91Wa996N+Tf/yuff/mv/rq+/ztSU5Ft/w+VP/06OPXvNm0f83RejYwZ/++/kPvZ1WkOno/iPfx7w5//e5523Pt/nQy9psxnMs7f4DKnKoj29ZBND2OTNMo4ssBkuDKJACqUViY6wpEvRqtGJ1zCkRcWeYDJ3dGBuuBPilj/vlY9/fZD28JI2Qkiq9gTtaJ1GuHjnWV2JIlxpY9cK2PUiAM5YGSNnEa51iTZ7CMvAHivBBYE9UgQpCFc76FRROjlN+Zm9pH7E6l++R/ejxa2od/f0IuFKi9x0jerLBwlXO3TPLG3fI0PiTJbpfLjA0v/6VmYgeB+hT600CIFZyTHxx89RODSGN9dg6d/9lmCpdd9TGR4LwQOggphwdoXOD39L2upSePkphGODsTt9xDpKSNabdH/6Ht4Hl0jbD2lA6ZD7RsUpYaNHuNohanm4V9dxpyqEqx282QZWLU/5xDRGzkIrRdz06PoxQkDiRaDBm92kO7pE6fgEZuH2C1LqR/SvrtP+aAFvdhMVJrTemSW/fwR3soIzXiZu+0SNPu0PF8jtqeHOVehdXAXAnSpjj5VIegHe3CZx8y53Jbfg1Cco7DmMikLCxiphax0VPTyzS2nZmPkSTn0ccf3qrjWx1yXuNEm8Jys6JQApBdLgU7NdECKLLN2PuBICLFMg5adnnyBlluJ7UHH1WSJIe2yEcxjSomDWOFh6CSkkeiBsvKRNM1riRqpKs+JfYsTZy3juECPOPlIdE6ges7332Fd4JruRHjDi7KPuTFMwazhGEdcoIoXBM/XfJ1Ux3XiTNf8yXtpB6QRb5pnMHaZojZAzy7iyiGuW2CNPUXNmUDplzb9CK1reZjQYq4BGME/ZztrTO/Eqqd45Qq8SRbjapnRqBquWBwHORBlhmwSLDaKNHtIxsUczMWSPFEEIwtU2OlHYY2WMgkP/4ipJJ7gt/RS3fbrnlqh/8Qj2SBGznCPp+jcOodLEjR7hWieL5NxnnldIQX7vCFN/8yWsSo7W29fY+Ok5wvXuPafCbuaxETwoher5+OdmUVFM2vdxDk1jTYxglPMgxKAi/t7RWoPSJBstovlVgvPz9N86R7zR2jZOYsijRaeKpBeQeCFJLyBu+yS9kKSf/TvpBAhDIqzs6qHRWNUc7kQZq5JHGBKz5JCbqWGWcwjLvK1xQkUp3lyDcK2z1ZEQbfayCn8BZslBWkYmeD6YZ+pbz+FOVpCuhQpi3JkaVjlH/+oGUaN/H10FAqc2RuXoc+g0Ieo0CJvrxO0G/voiiddBp7tcNC8ERq5I5ehzSNslGwaniLstulfP0nvCBA+DRhohPh0hIUR2Xpfy/q3EBtn3T207BVkfx2fVnirVCb14k7ne+/STJuyQ1rmO0gl+0mE9uEZg9cgZFUxpoXRKokK8tE2q4m2jJdrRCkqnhGkfQ1ikOsJL27SjVQRy4POTvT5R4ZYw8dMOYmBzp0hRWhGmvUyYDC76GkWYekhhkaiInmggQoFGo3S6NVxU3dJen22Pl/2nPMK0v22bb0YnaVaLmKSYJRcjb+NOVZGWgb/YJFrvUjoxnUV4BNj1IkJAuNoBrTEL2XkxXO9k57xbVqOCmHCtAwiMvI1ZsEl6wY191Jq4E5B0gwcqH8ntqSNdi8rz+4k2u8RtH+/axo5dYffC4yN4BqStHt4HlwlnVyi+coLcqYPYeyeQOSdrW7eMbO6WlFsnMWCrPgel0UmKjhN0FKP8EP/MNbz3LuKfvor6JC3uQx4KWukbhWc6E0BplGyFK6+HNYWUCNPAnapSfX4fpeMTWNU80jIQlomZtzFcK5uofv2qc30daUrc6JMGyS3rzobVSstASEHU7NM7vwLffh57tIgzWsRfbpHfU8fI23Q+WCDt37vXhbRsrHKdwvShrdvoNOgTbKyw8faP6IfergsenaYIQ5KfOYxdqiKkgdaa1O+ReF36i1fQ6sZxEBJGJszBHLmUMHg4v49mUzE/l2DedNZpbCpWVxXhLno03YpKwfc1S4sply99zElXCoxiEZ0k6DD6RJ/NwkJKp3Pv+xXH0GgoZmcTgof0GdyK52nW19Vd19dqaubmUm4+FEtLKWF4927gONG0WmrbMe/1FCvLCt+/+/4FgWZtVXHtakKzcSP81Ggo4puyN4mOaMertNurd13edRQp3XiDbnxvDQdB2iNIe6wHV297brb33rZ/t+NV2vG9bQdkkZrV4PI9vx6yQmpDWliGSz9p0os37yh2IDuXRutdUi/GrhWxqkXcmRoA/nwjEzxP78EeLWHYFlatQNoLMhGjNWKQYdFRuuOHrZVCRSla6+ym9NY5mDprEnrQAIO7t45ZzZP6EdI2sSp5rFqBuNFDJ5/lCM/NJClps0f3Z+/Tf/cC1lgN9+gerOlRrMkRzPEaRt5BmOaNlJfS6Cgm9QKStSbx4gbh7ArB5QXSZpe0F6CjT9g6MeThcvNHc4fPySq5TP/N57FHigSLLRb/13dI+yFm0aV0cop9//BLOy9aZ6mz28bc3/q6RBF3AvpXNhCmQfH4JOFmH3emhnQsWh/Mk3r3LnisUh27WN2WM5C2izs6mQmRh9Amo9OE1OsTNlYxLAczn4WrDbeAVa5hlatE7c2tY5wrSP6r/+sEzbWEX36vw8UPfHY76ATwF//e5wffC7CsG/GENM2KZ7vdh/e79DzN2dMx/+//VxfHuXssQ+ZyVH7vNZL1DfwLF0iarQdsxsk6t/r9e3/z0mLKn/0bn7/6ToBhfjoxF600nq/x7rKd/+m7AT//WTgQqtl2JYmmsbldfNzK5obir/4y4Fe/vPF7UUoThdDt3f13ePlSwn///+3huFmK7zrdTlaI/WQhEAgkEscoULUmGHUPMNt9l87HjbVQOouSd310WsEZK+FOVQlX2/hzG0SbWbTaHamS21vHquSINrsEKy3SaOCfo8mKnI3b857CNDCLDsIQqDglDeJdbV4LFhq03r5G7+IK03/nFSrP7UOniuU/f5u4cf8joR5PwQNZissLMrOknk/S6mIU88iCmw0YtUwwjazVXIgbUZ0kzQaC9jzSdp+k1c3U5T22rQ15fBFCIHM2xSMT+EstOmeX8RcaqCjF/bg8gN7638ei4pTuuWXKJ6cpPz1DsNgaRH96ROvdLROte8EqVjCL5W3pWJXEhK0NksB/oDz0vaDiiLCxilMdxcwXtzoVzXwZpzpK3G1uRS+kzJyy01hjOw8vv9HtPlxhcye0JuumWv/4Yy3MgPUfnCb1fJJGDx18eh5dSQKdjr6vqNCnQa+n6fXuf5vS9Pp77/8YRhE0Gp/h6ca7iClsClaNcfcgjpEHBJvBHJ14nSi9h4J4pbMuqjCmcHgMs+Tiz24QrnZIg5ik7SOma5ROzSDMzIgw6QWQaqKNHokXkj84ijno7Lr5WmqWXAqHx9GpJm57WYnALgYVokaP/uVVehdW2Pz5BaovHaDy4n7CtTatd2YJl1v3tbzHV/BcR6lMwPQDbruZEAIMiZACHafD6M19IKVFsTSFaWZ26ZDllH1vE897MH8ZKS1y+REsM0cce/T79x7evSdEVsRm5h10lBC3PVSYIh0Td7JC4cAo0nrAFpyb0Kmid2mVwsFRyk/PUH56hjSICRZbpP79dbJYxTJmfvsw3DQM8FcXSAOPh3VCV2lM2FgjnT607XEzV8Aqj4C4DGy/EA1/PZkDe3DpyqPejCFDthAii+5Y0kFi4KddNsN5+kkTxb1FiOO2TxrEFJ+aztyVewNRoyFu9lFJSvnpPVk9ZcfPUliAP7tBsH+EyvP7KJ6YziLg7T5aacySS/HYJPmDY4QrLYLF5m3mg5+U1IuIWh5Jx6f19lWkYzL69aeofeEwKohpehFJ+94bSB5/wXM3tIYkHZ6oHwDbKbH/wDcolWewrDxCCNI0Zn7u51y78tcPtEzHKTGz5wuUy3tpta5x6cJ3dnWbtdKoOCHu+pjlHLnpGr0Lq7gTFUonp6m+uB/p7MJXWmn8+QZxy8Oq5Ki9tJ/2hwv0r92/EDTzJQy3sH3xcUiwvkgaPbzp7jpJCJtrpNH2O0DDLWCVqgghd/7dCDFIpwye1VkW8LZ7CXGjKHfr1Xd67Y1FI66/56YSK61uzzRue+2Nrclee/ON/83tRdejaNfr+a6vYKfo383Pb1vp4L+P3ZHBDty83LstEwaRs8HeqB1eO2TIDsQqoBktDTrIHnAZLQ8VJtReOUS42iZueFu/oajZRwURxRPT+HONbb443bNLWNU81ZcOMvGHz5DbW6d3ZhGdKArHpyifmsEeKbL2/Y+2OlofFuFKm9ZvryBMg6m/9SKpHxN3fFpvXb3nu7XPtuAZ8sBEYZfZq3+NZRcpFCeo14+Ry498/BsfMUk3ZPWvPqTy/D4mvnmSsW8cJ+mHBEttVr/3EdN/84V7dt28Kxr8xRb9qxsUj06w/rML+PM7ObPeHcPJYdjbTTKvp5tU/PBa07VKSfodVHzLaBDbwcwVd0z/5YsGx59zef2PStTHLNCwthTzy7/qMHcppNe+kQLbc9jh+dcLHDnlUqyaxKFmZT7ijR92uXYhwOveqmDgxa8UOflSnr1HHJycIAo1mysxl04HvPPzHo3VZOu1J1/K8/SreQ6dzOHkBGmiaW2mXD7t894v+ywvC8yROvlTJzEqZYRlYlQqkCTE6+sEFy8TXp0FIbCmJsg/fQqjVAQhUb6Hf/Y80cIiaTuz4zfHRnEO7MM9fAijVMI/fwH/o7Mkjcb23bAsCi8+jzUzRXhlFmffHoxqBZQinJsnuHCJeCU78RvVKu7BAziHD4IAo1hE2BY6DAkuXia4fHXrtUOGPEzilkfc6mOWXbrnloiaN+pf4mafuOlhllziVn+b2WrSC2i/P8fsP/0J5ef2kd8/Sun4FAAqSgiWW2z85Cytt68RrT/8mZThWofWm5exR4uZA/TvniJu9AmWW/dUWzkUPE8oSsV0u0tIaZIkAfn8GI5b+dS3I2r06Z5bJukERJu9zC/n8jo6Ufhz2XwWf6FJ4zdXCNe7qDDOCoeDmNzeGoZrk3Qzb5xwvQda07+8tu3uuXdpDfGD0/Qvr5P0touM7vmVrHDz2kbm6XMTaRARNz3iRp9os5+FgO8TabtI+6bpy1qjkoio20QnD2+ysVYpiddHxXHWQTEQONK0MZzcjoJnbNoi8F1amwlrizHFimRqn80Xv1lCSjj9lofWsPewwzOvFTj5Up5eO2VtMcIwBKOTJi9/vYhbkLz7897WR+DmJeMzFs++VqA2ZrK2FAECw4DAVxjmjc2xbMH4jMWpVzNhtL6cvVYakMY6iypJMCtl8qdOIHMuaa8HSiFzOYxyCdnvo/rZXaq9dwb36BFAk2w2Bt0kBu6xoyAlwYVL6DDMGh46XZJGE2f/PsxaLfMBuxmRhbWsyQncw4dQnR5pv48KQ2QhT+7YUVSvT9JsosMI9+B+rKkJdBSRdjIrAGtsDGOsjD57AR0NJ1sP+XSINrq035tDGJL+5TW8uc2t54LlFs3fXiH1InoXV/AXboh8nSjC9S6tt64SdwPcqWpm/SGym89wpUX/yhrhRncrDXadcLnF+g8+Ig1ivPntNw53Iw1igqUmq999n2CplRUnD84lKsxEVuMXFzJzWc09z9GCoeB5otFakaYRaRKg0jjLF3zKRBs9oo0e7ffmtx7rdpbpnrsxTM67urFtblW40iFc2fluon957bbHumeWbnMAvU7ngwU6HyzceEAAQiAtA7PoIqSg/eEC0Ub3gQrfpWUjzZsunFqh4pjU7+2+/87NaI2KA3QSo1WKMLKfujRNpO3sWJdcrhu4y5Jf/YsOGysxEzM2X/jdEi98tUhzPeHS6YDQV5x6Nc+pV/JIQ/Czv2yzPBtRLBu88OUiL3+jhGkLLrzv43VTlIJ8UXL0mRyHTrrMXgj4j/+8Qa+TUigbFMsS0xL4/ey7ZzuCA0+5HDrpEoea7/zPDfodheMKyjUD0xb0WinGSIXciafov/0uwcVLpL0e7tEjuMeOkjabhLNzyFwO58B+3IP7aX3/r4kWFtFxgjU6QvXbf4yOIpLVNeL1DdJ2m7TdJlpcwtm7B32X9iNhWQjLQoUB3kdnUN0e1uQkI3//72COjSLzedIwwjl4AADvgw8JZ+expiZxjx3BPXyQcGGRpHH/EcMhQx6EuOXRfneW9ruztz0XrXeJ1rs0f7Nzi7yOU6JGn+jXl+5rnf58A/8+hM51VBDjz22yeJMo2/Z8mND5YJ7OB/M7Pn83hoJnyO7yGa5LEFIgzMzg0J2qUnlmhtzeOnP/y68J1x/MrE9I44bbMaDSBJ1Eu5N2uwdUGqPTBAaCBykzO4cdJM/ybMSHv+kzezEk9BW9tiLwFM+9XmByn830AZv5SyHHn8vSTD/8sxbXzoX0OimtjZSN5RaHT+UYn7Y4/nyOM295+H2FlGA5AiGzNvQwyJYb9BWN1cwMMImv19tkUR5DCsJUZfOefEW/m6W0hIA00dhjIvP80CrrdNNAmg7KZLJIjFGrIh2HtNcnWlxCeT5oTdJqE6+sZPP6xseINzbv+3urer0tsaOTzAYgi+IIpJsjpZW18SqVCVs9KHBSKvOTevCPdMiQIQ/IUPB8QmynzMzMF/C8DbqdBTwv80WoVg9QGzmKZRVYXX6XTmc+mzBr5amPHMPNVVleeps46iOkxHHKVCr7cHMjW0XEUdSj31uj210gDDroWxw3S6UZavUjeN4Ggd9ASpNK7SC2XURKgzSJ6PVX6LTnCfz7V9o7IYSxta354gSWmSNVMb63SZJmk4jvZoT1OGOPFCmdmKL2ygGEaaBjRfOta3jzjfvy3rkZcb3q9jqDOUufGlpva30XQiKlsWPreb+t2FxNiEONSiH0Fa3NhH5XYTuCkQmTdiOhVDNIIs3ilYjAU6gUVKpJ4pTWZsLIhMn4jMWF97OV9LuK8+/5HD7lsu+Yy//m/zLO3IWQy2cCFq+EtDZvfK+jQHP5dMCB4w6HTrr8o/9mnLmLIVfPBsxeCGltJCgFSauN99FZ7AP7sSYmSPs9zEqVpNUinJ3L9lXKrI1W68zv6Lr7q0rRSbplZPlAhzVNUb1eJibhhpghE84AweWrOPv3UfrSa8Rr68hcNnup//6HWRpuyJB7wLBzONUxqvufQacJ3uYC7bkzn+mby0fFEyl4ZDmPUSogHQuAtN0j2XywgivTdKmNHMF2SiSJPxA8gmJpmsmpFzHNHL3eMv3+Gmka4jhlqrVDFApjrK68j2HYuLk69fphSuU9WFYeRHYHmM+PknPrOG6ZxsYFgqCFUjdC7W6uzujYSXq9ZYKgiUBQKE5iWjkMaZKmCUqneP2PMae6V4TEdkqMjp6gUjuI41bQKkWlEbZdJE1DbLuElJ/Rr5XIIjzSsVBhTO/SGp3TiyRtD50+2MlFa53VjWytQiA+rYFO2RpvW9+dBFccK8JAbT2vNcSxJgoUUgryBYNcXmJaksBL6XdT0puOi9bgewqloFAythqoAk+xcDnkw9/0Oflygcm9FvmiwciExewei/Pv+WysxIS+Jo41y7MRp3/rYZiC/Udd3JxkZNxkYq/N+Xc9VhdjwiAgXl/H3rcHbVmoICD1PML5BaKl5SylF4SZsLEsjGKJNEnRSiEdB6OQR/l+FvV5ELTewd5eg7jxQNpsomemMUbqpINIUNJq45+/gPLuvZV2yJONtGyc8ii1Q8+jkgiEoDN/7rYb4CEfz2f0yvTJcPZPkjt1EGsss9j23rtA9+cfPNCylEoI/CZSmth25mgrpYVpFTDNPGkaYll5bKeE70U4bhnDMIkTnzjqYVkFRkaOsXf/V/C9dZrNK3Q7i2itqFT2U6keoDZyBKVSGpsXbovUSGmQL4xRLE0Rx30aGxcIww5CGJimS5KEJMnutD8bhkWhMM7eA19FpRHt1hybm+cAKJX3UK0eIJevf2ZvPMK1Dus/6rD+o3O7tkyVxFl0YZBSEoaBNK3bZn09LIRpbtXvwPXoRrLj3eH1VvBtjw0e14DSetASrgevvT7f7saybkz1uBHn0xriSPOz73R471d99h11eeXrRZ77coEXv1bgl9/t8JO/aLMyn7m0JrHmtz/ucfotj+n9Dq98o8jzXy7whW+W+dVftfnJn3eYW7cwyyWSjQ3Cq7P4Z88P9kkPRpRoklYL5XlIx8beu4dIKVQUYY7UMcfHCC9fJV7byGrXpByk+6ybxpiYCMvKUlIPYBBpFAroOCa4eJner9/IRM7g+D3U+q0hQ4bsyBMpeKzxOrmnDmBNjwIQrz54ukerBN/fJJ8fw7KLgCCXq2FIgzBoEUVdDMPGccoEfhPHqaC1JgxaaK2p1g5RruwjjvvMz/2KbmdhIFA0vd4KQdBiavplxsZOEkfd2wSPkAZ5Z5T1tdOsr5/G76+jVML1O/usMHl32p/z+TFq9cMYhs3qyrusr54mCLLCy153hX5vlUOHfx/xWY3wPAR0Et9Ie0AWvTNNDCdHGvoPdCG9N7IaF2mY2ey569uTJqgk2lFr5YsGlZqBlIIUjWFkHVbFisHmWkJjLaG1nuD1FZYjGJ+26DYTkkHQUUqojJiYpmBzNSFNbl9Lv5Ny9YzPxnLElbMBz3whz1f/pML7v+5ngucmAk+xeDWk00y4ei7gmdcKPP96kXPv+sytZyt09u3DObifwssvAgLt+4TXZum/+z4qivDPX0QnCflTT1F4/hlAQJoQXrqCPyh2RkP+mZPY+/dhVqvYe6YxR+pY4+Ok3S7e6bNE8wsPkIYSmPUazv59WSF0mkKSkPb69N58i3hl9a7F0UOGDNldnsgrk8w7GLUSZnUQkXGdB15WFuFpUCxOYtsFhJC4uRpCGvj+JmHYwTAcbLuEEGLQ+q0JgzagKRTGcZwSXn+dXncJ329w/Y45jj16vRW8/hrl6j5ct45h2KTpTfUkOuu28gc1RGny8LxdHKdELjdKmgT0e6v0+ysDcZVtq2HahGEb2yk/tG34rKHicJsXjhACadnYldHMi+chmQ8Kw8AqVpG2u22shU6TzP9nhwjP6KTJ4VM5zr7j02kmlGsmJ1/MYzmC5lrC6kJM4CnmLoTsO+bwwpcL9Nopmysxdk6y74hDfcykuZFw7VxANBgI6riCkUmLJNGEnsL3FM21hG4rJU0gXzKQg5l4ppXVCgGEgcbrpbQ3E9qNhDhUuHmJXSlgjpaxxsYIrl7L2rvTNBudMVLHHB3Bnp4iXFwi2dgkSFN0GGU1NFKgw4hoYTErVh7MMks6HcTKKmm7Q7y2DipFx3HWrt7tbkXFdJLgnztPNL+w7RiqIKT/3oek7Q4qCDBqVcyJcZQf4L33weD9IPO5bPumJlF+QLLxYK7mQ4YMuX+eSMEjTGNXRhAAKJXi+83M4MwqZOMVciMIJL63SRi2KBSncZwyCLkV4QmCNpA5Hgtp4nkbAyGz/UKUxH08b51q/TCWXcA03W2CR2tFFHaJot5DFTsAhuliWXmiqEcce1tiZ7AlqDQiCFoYpnvHZTxppIGXRXJuQtouufEZkn77oQkeaVq4I5OYbm7b4yqO7jjSwslJxqYtnnoxR6eRMjZl8fQXCrQ2EuYvh2yuxGgNZ972yBUkTz2fZ3M1YWM5Jlc0OPVyHqVg7mLI/OWQ64GtXEGy/5iD7cpB91fWbXXgmEMuL7h82t9qS7dswZ5DDoWKQRpr2o0EIWDvEYfKiMn8pZB+kscaH8ccH6X7H75DtLi05Xpc/OKr2BPjWBPjxGvrpN0u8crqxxr8RdfmiK7NffyBTVP8j87c9rAOAvpvvZMd+3wee8809tQk0eIinZ/+IovkCbD3zFD+yusY1QpGubij4ClWTfIVEze/c62X30vptxK83q01REOGDLkbT6jgMRHW7uy6Ugm+t4lKEwzTwXaK5PKjgMbrrxMEbSqVAzhOGYHAdkqEQZswbANiUOCrSZNwx+4mpdIsxaUVUppI4xYzNDRJEmwrZn5YGNLCMC2S2N+xYE5rTZJED20g5meRqNsk7rfJMbP1mOHkKMwcwlueJe62Hsp6hWWTG9+Lkds+xyvx+0Ttxo5t8efe9bl82udr364wscfGMGB9Keb7/661ZToImeBJU7Bzkj/4z2uUqgZxpFlbjPnpX7T56M0+N2fxDFNQKBl84fdK7Dls4+YkaappbaRc/MDnr/5lk9X5TMRLmQmkl79W5PDTLoVi9tpOM2XuQshf/i8NFrqjiFErMxu7aXyEsC3MchnhuKT9/qOrkzEkIpcDwaBlPttGYZjIfB6zXidaXkWHt3f+Gabgma9UeekPRjj6YnHHxZ/9dZvf/OUmH/28daOdf8iQIR/LEyp4jIEXySdHa0UceySJj20XcZwKuXwdv79Bv79GGHbQKCy7iJurY1uFgRBqoXW6JRykYSF26BUW0sAw7GwivEpviapsbcWnUiisVIpKE6S0du40EgLDuMNzTyhxt0XS294BaDg58lMHcGpjRJ0GKnzATqE7IEwLq1ilsOcwVmF7ejHxukTtjW0mk4Gn+Xf/wwaBp+g0UxauRhRK2WfY7yjmLgW0b2kdnz2fmRC+94setitRqabfUSxcyVrHb6bXTjnzlsfGakypYmCaYqujq7kWs3g1a2+HLI118UOfdiPhzR+ZWLZAKwgDRbuRZK3wehOZFLFnZii+9go6isnyRVnRcbS0TDg3jwofbsTzTuggJF5YItkzgz01Re3bf4zWKkstGibRyirh3PyOxoNaa/xeSmczpr0RYzsS25W4BYN8OTtn5cvZcXkczHykZWMXa+RH92IXa5hOPiv81hqVxKShR+S1CVprRJ1NkuBGHZS03az76MCzIMDbWKQ9d3p7zdsAw85RGN9HYeIgoOmtXKO/NouKA6RpY5dGqO4/hdaK7tJFEq+LU50gPzqDXaiClKg4IvbaeOvzBK21bdtyJ4Q0cMqj5EZmcCtjGE4eaZholRL7HfzmKv7mIlGvtbNxq5CYbp7aoecx3SL91av01+YwbJdcfZrcyDSmW0RII3NHD/t4a3N4G/MkQf/25aERQmK6RfJje3Frk1j5MtIwUWlM4vcIOxv0V68R9dt3NpMVEtPJkR/di1udwCpUMGwXrVLSyCfqNuivzxN1G7fN47vxmbjkx/dTO/gcvZUr9Ndmib0OufoUufoMTqmOtF3QijQKCDsbdBcvEvtddLrzDbq0HJzyGPmxPYPvUw6EgU5jon6boLmCt7GQHZsHMMp9IgUPA3O53UGjVEwc9bGsPPn8KI5dotddxvcbJLFHkmTt6KXS1GCUQ9ahpbUijvponeK6VaRx+8dhmg6uW0NrRZL4pLvUcfUgpGnW8ZXL1TEMFyGMbZGerFOttON+PKnE3SZRt4mKI4RpZTU8poldrlHYc4TE69Ffugpql6IRQmBXRijuPYJTn0A6WXpRD4zvkn6HsLWxLQqXxJp3f3Hj5Lp49eM9hzrNlE7z3oRaGGiWZiOWZj9+uUmsWV2IWV24W8Syh2msEFy8hFmvZdHageKPlleyAuNm65627WGg45ik0SC8eg1regqjVEJoCWhUr0e0nKXYlH/78dMaVucCzvyqzcZCgO1mgmfmaJ5nv1b91PflzgikaVEY209x6jCF8f2YTj7rQJQGQmSiVqcRsd+js3CebppsFzyGhV2sUTnwNGLQZNFZOLej4JGmhVuboLr/6excGPr4jSVUHCAME7tQobz3RGbyqTUqTXCrE+TqU5huPutU1JBGAU5ljO7CeXqr10j8OxiKCoGQJoXxfRQnD1EYP4BdrCINa2uirYojcu01+qU6ncULRN3GbfPxhJQYlktp+ihOeTTrklQKu1SnNHUYuzSKYbtIM7tRVGmMVgq/scyOrZxCYubLVA48TWH8AG5l8H7D2hJ1YWcTw87RW75M0Lo9lXtdxBXG91OcPoJTHsuOkZBZVDJNiP1edpwWL+JtLu54nKRpkatOUD/60uCGXJEEfSp7///s/WeQJGma54f9XLuHjkgtS+uu1mJmumd21O7eSgC3PADHI2CHD4SRMNKM/ED1mcYPMNJIAoTBgDMI3gHY457cWzU7MzuqZ6Z1T1d1d2mVWocWrt+XH97IrMqqzKrMEi1m69/WVVaZER7uHhH+Pv48f3EKtzSM6eXRLQddV+tEr7pEb32OJOjcO8vQdAzbJTtyUJ3voWlMN4tmmP3PklRFU2MVO1uivXyDuNtQMv194G/lyqQZxkMbju2GKOrgehVy+XF0wyJNAqKwDUiisI3rFikUp5GojtAmD6fnV8nmxsjlxrDtPFHY3uriaJqO45bIFcZIkoAwbD82ifl2bMqL7/z/3pZRHPcIwxbF0gFct4hlZYhjtVBquollZfG8svryPQUAcadJ3Nwg6bUxc8W+RFzdmhePnkUmMWF9nTTo7nih3xc0DcN2yU0eo3z6FQxnO2E5jQKiVo2osfFQd0dfJCQbVTobO1vPfyEgJf7Fy/gX92dxIAUs3/BZvrG9GHr1dwY4+/XSPbYBnxc0XcfKlqgce5nSoWfRAL++StBYJY1DdNPGyhSxMgUyg2XibhO/+vBp33uF5eXJjx/FKY6owshv09tYQOsXV25pCG9gDMvNIaWkOXuBna51mq6KqMFTXyM/dgTdtIk6dYLmGiIOMWwXpzRCceoU2eED6JZD49bHBPWVXfdNM0xMr0Dx4Fm88ih2vkJQXyVqV9F0AytTwC4MoGkaaRzsuF+6aeENjFGcPoVIYuJug976PJph4uQHsPMVnOKQKs5Mi6C5PVcQwHAyFKZOMnTmDUw3RxJ0iTp14k4d3XJVx25gnNzoQaxsEa7rtOYu7bg//SNTHbiRQ5iOR37sCFGnTthcR6QRllfAzpcxbJc0CpA73NwZloNXHmP49BtkRw8hhSBorhI315BJjOFkcMsjuAfPkhs7imZYtBYuETb35zH3t67g0SwDzdR3DE98FIRRGykFheIUSewTRV02PyBh2EIIQb4wSRz1SOLbpmON2i1sO8/Y+MtMTb1Oo3GLbncNKVNyuXFK5cPYVp6VlY/odJZ3efX9QznuWui6iWVn0Q1HWe2bDo5TIE1jhIj7Yze1OPa66zTqNxkYPMng0BlMM0OjfhOJIJsdplg6sC1G4SkAKQkbVdq3LlE88Ty6d5uXYTgZ8odOozsujYvvE1RX+oTi/UMzLaxsgdKpl8kfOImVL20z1ZEipbd4k7C68tQD5ikeGbpl9wuLQeJei+bMJ7QWrxJ3G6p7qCtHb8PJYGVLRJ06UevJF6hmJoerj9Nbm6W5cJne2hwijdE0DStbIjt8gMHTXyM7cpA08uks3yCNw3tuAJxChcFTr5MZnCT227SXrtOc/ZQk6CL78SBucYjSoWcpTp9h4NjLxN0mcbe56wjIdHPkxw4j0pjO8k1Wzv+4f75SVECuienliDr1XTsXVqaAphsE9VVq1z+kt7HQf6yG5eXIjR5m5Llvq+KuPIqTHyDq1LcVGaWDZylOn0Y3bVoLl2nOXaS3sYBMEzRNx8rkyQwdYPiZr5MbPYKII/z1BZKwu2Oxomk6mYEJ0rxP1Kmz8O6fEbZrSqzRD+s1HA8kapx19zY0HacwwOjz38IbGCeor1C7cY7e+ixJ2Ov7fum4pWGK02coHXyGwZOvIdKY2G/vS/jxeAseQ0ezTHTHRkRK0skeU0w/E2gamqVaro+74InDDkkS4LpFmo2Zrc4HQBS1SNMAx5mi110jjm9/IYKgTr12oz+6qlAqH6FQnERKiWl6SCnZ2LjUNx18PGGDtp0nlxulUJxSRGs7Ty4/iml6FIvTcODrSJGQJAHt9jK16hV1jHGPdnuJtZXzZHMjqtPjVfqEaYEQCa3mHF5m6LHs568L4nadztxVMuOHVIvXVB0wzTCw8iVy08fRDRN/fZGwtkbUrJL4XUQU7N710XWVfO5msAsVnNIgzuAo2Ykj2MWBbYGlUqSI0KezcJ2gtspTac9TPCoUjySLbjqIJCZobhDUV4l7ze2PM0wMew2ZxojkyQsrNE3dcLUWr9Duj5k2EXWbpHFIduQQmcEJnNIw3sAYfm15m5JSN5WzcWHyBIbl0F2bpXHrPL2NxW3ck7jXwvTyuOVR3OIwmYEJ/NoyvfWd1X6GZUOmQGv+suK8rN66ZwSmm9Y2ovs9x6ebiDikfvMc7aXr/ePrj3M7ddB0CrWlLW6PnR8g7rVUgLBubI2NnMIgid+hcesTOis3ibuN2+epUyeNI7IjB8n2eUKZoSm6qzMk4Q68Ik3DyuSJug06K7doL99QHes7ChtNN0DTd7yeWV4erzJOZnCKNI7ors3RmrvYL9RuPz722+q9KQ7ilsfIDk0R1Jfprs7seK52wmMrePSsi1kpYA6W0LMuoheS1Fskaw2EH+5ssKZrWCMVNOezGYFouo7uORjF7GPfdhi26HXX6HbXaDUX+j47CoFfp9NZwXGKtNtLhOHteWiahrRb88RRm4HBU+TyYzhOETSNMGjRbi1Qr9+gt2UoeBtJ3KPbWSVJfJJk78RX03TwMgOUyocwDOVBJNIYv7cBaKroAeLER4hkq+CRMiXw6ywtfcDA4AkKhUlct0iaRnQ7y3Q6qwgRUyofIggaD3kmHy/yZZNc2cTL7tx56nVS2rWYXit9YsTvxO/gr87TW55Btx3sYoXNMaJuWtj5EvbJF8mMHcTfWMZfmSVq1kh67a27pM0um8rm0raKHatQwRuewBuexB0YVcaGd/ruSEka9PDXFugtzxC3niZ0P8WjY5NTIVM1brBzRexcWZFe49uFukyT3XkyT2K/hHq9zsotovb2z7qIQ8LmOr2NeexsEdPJkh2aJuo0thU8ppvFKQziFAYJWxv41UW6q7PcfaOQhj2Cxip+dUk9vjiEWxrZteBB00HTaS1eUZ2n+F5S/YOKQpkmRJ06jZlP+sXHHdEuaaxI2RsLWNkShuVgZQtbXXfdtLD7x6UZJmFz/Z5iR+1DRNSp01ubVcRhN0t29CB+fQV2KnhQhW3YWKM1d5HE79zTMVPFz86dZTtXwhsYR7c9erVleuvzhK17R1Vp2MOvLdFevrF1rjODk59DwaNruMenyb1+lszzx9AMHRJBcGOB5g/fJ7gyh+jcuyBrjk3l730be3rksezGA6H1SWTFneWejwLfr7G89CGrK+cRMt1WmXa7a/T8KksL7yFEco+kO00jer0N/Pm3VLDjlvxCIkS6bax0JxqNGVrtRUXS21G9tTN6vSpB0GR15fz9O107bFeIGL+3zuJ8jeU79vXOfaxVr+24v581dB3Ofr3IK79d4fjL+R0fc+mdFm//eZWPf94gDp9QxSMlSdCh+vFbfQVVcVvcwyasfBkzWyA3dQykQCSxMi6MIpWwLiWaaaKbNrrtYFiOKnB0Xbkp70TwkJKgusL6Bz/pk5WfjrOe4tEhkpju2iz5sSNkBiYYOv0GTmGI1sIVVWx0ap8LTyyNAsJ2rV843Pt9liIlbK6RBF2c4iBOcXhbNxTAypaw8wMARO0acbe147Y2Xy/qNpFCYHo5rMzO15n+i28VXfFDFoFp2FMdmGhnl3YpUkUKThN1g79JsgZ0yyUzMIFhuyRBl6C5vqtaSoqUqNtExCGml8POD251pneCSBKiboOgtX9+oNnvRGmaRtiqqk7VLoj9Dn5tCZkkWNkiTmFwf6+1r0fvBk3HO3sY99gURj6jfiZVZlX+688Rr9R2Lng0DbOSxxqpPJbd2Nu+ss1q//FBqbV28sORUiBTgWD36l1KgZRiX346UqakycMsYLvv695e90H7+ojk28cEiYoyqK9G1JajLcWLmzPI9iW+Xs7AtJ+8vlemKXGrSuvGJ2iaRuHos0qZoetsFo2arvX/raBbDtLNKNffzYvbZs6TbtyXL7WpyurMX6N542OCjaUd7yif4ikeBlIkhM116jfPI9KY/NhRssPTOIVBigfOELaqBLUletUlgsbKriOaxw2RpqRRsPuiKyVJ0OvzehTH6O7vkWG7mI5ax9zyKENnXqd44PSOmzPszBZBWDes+wo2RF+lJtKdi7G9IE2i/vHt/nx1rZCoxe72tU1xhJTRrelmKU6f7ivH7r1ea7qJlS3gFIbQANNy7mM3Ikmj3o5cqL3AMJ3++dZIw96uHChQhXbid5AyxXAyihu0DzyWgkfTwB6pYJbzt9vpGuj5DO7hcXTvbrM8th6jOD9PVT1P8fghJazNBlx4W2N9Idwm8X3hW6XP3MdExBH+ypzaMV0nMzKl4h+snb8fmq6joW8Fj+75ddKE1O8RrC/SvPEJ3YXrD02GNm2NEy8XyJVNuq2Eax+2SSJJpmBQGXMoDFg4no5haggBQd9Dpr4a0WnEe1bbaxpkiyalYZv8gIWb0bEcHU3XSGNB0E3p1BNqKyG9dkoS7W3B0A0NL2dQGbXVaDNnYNo6mgZpP+qi21Tb7TSSPW136mSGscMehqlx7VdtGqsRuqExMOFQHLS2fHKkgCjY3H5Eux4T+Z9/51PToTRsUxy0yJct7P77B5DGkl47obmh3sOgm+68hkmpSL8rN0njgLjXxikOYufKZIemyQxOElRGcUrDylemL21++A7jpnr0AZBCSb93LQjkljQcTRGFtbu63JpubHVgDdvBLgxiZe4flxN3G8S9llr0d921VOXY7WD6uVeobdznRlVu/XEvNB3DstF0ZY1hZvJkLOe+RYqIA9Io2JWwvPma4u7MwH1AM/QtKxMpkvt/RmSqpPtSvU/7tUB5bByezYTi7djjh/QpnuJJQMLyrYDlW9tZ/C//Vpnnv1l63Lz1PSHptenMXSWorjD4wjfITR/DyleUVYKuP7Rpo5Tq+6c4E138tXk2fvUmYXX5nmiL/cDLGfz+/3qCI8/lmb/S5R/9H64TBYLJ4xle+E6FI8/nqIza2K5OEkvW5wKuf9Th0182uHm+Q6eRINL7X+A1HTJ5k+nTWc58tciRF3IMTjhkSxampeG3UzYWQ2YvdDn/szrzl7s01mPSB7gM66ZGvmQydsTjud8oc/CZLEPTLrmSia5D0BXUVyLmr3Q5/7MGM592qK9EJIm87w34K39ngN/8D8dwszr/zf/5BhffbpLJm7z0WxVOvFJg7IhHvmSSxILmeszC1R4fv9ng+kdt1uaCPRdrjx2ayirLFExOvlLgxKsFDj6TpTxi42YNZQbZTlm+4XP1wxYXftlg6YaP30l3LVzjXpO416S1cJnM4CS5kUPkxo6QGZgkN6L8a+IDTVbO/ZD20vWH5/No9Dkw2v2bI5qmOqX3/XJrWyavuxZG/Z/H3RZBc00ZCz4AadB9oEz6dvflIfFInbK+Qa2ENAwImmsEjbUHFqEiiUh6rb5U/n779ZD7Ju94H7QHKaiVX5Om0ec27u+lHkvBI6UknF3GGq3gHBjd+nna6uJfmkX0nrbSn+IpNiHTlKTbYuOjN2nPXiEzdoDc1DGc8jCm93CEepnExN0Wnflr9BZv4q8tEHcaiMeYxu14BuNHPE68XODw8zlGDri4mX7HRAfTgtHDHqURmyPP5/jwhzXO/aTOwpXdu0umrVGoWHzr749w8tUCg5MubkbHtFXXQdOUs/C4qzMwbnPi1QLnflzj3I/rXP1w98VTN2DimMdLv1nh+W+VKQ7aOP2ukWEo47isoeF4LuVRm8PP5rn6YYv3/nKDm590CLp768QMjDu8+jsDnP5qkbEjHrmSie3o6KaGYRpUxnRyZZPpU1k+/WWTj/6mxic/b+z31D8WuFmDA6eyfOvvjzB+1KM4aOFkDExLU+GtEkxTwzmbZeSQy+mvFXnvr6p8+osGK7ceIP2VUnnKdJu0Fq5iZYsUp072je0GqRx5EZmmNGY+3vn52tYfO/9a0zFtb8uReNfH6SaG5e2+aGo6huOhmeaWq/Dd2xNxuLW4R90GrfnLtBYe7KckhfhCj42lSEmDTv+4e/gbC1SvfXDfEZJ6ojJyTMOH6xI/CCIJSSOV72dYDrq1e5i3bloYTgY0HZFED973u/CYAqUkvfPXkX5EdGgMzXOQYUy8UsO/NEPafLCF9yZ6H98gWlxHxk+AB6JpaLaJd+ogzmdFlH6Kp7gHqhMTt5RXRdJtEtZWsfNlzFwRM5PDdHPotpKwq+6PqdxMZYpMU2SSqC980CPptYm7LZJ2Uy06jQ2SrjK9fJwoDFh89Q+HGJxwSBPJp79o0liPiAOBbmhk8gYHzmQZOeAxeTyDpqmOQbeZUF+511dEN2B42uW13x3k2d8oMzjpkISCqx+2qS2H9FopSSLwcibD0y7jRz2Gp12e+2YZNI1WPaa2FBEF24sTy9UpD9u89ruDnP1GiZEDLr3+OG59PqDTSJAS3IxBadhi8kSGypjDmdeLWI5OmsL8lR691oOvQae/WkSkksKAxdzFLvXViF4rRQhJJm8wctBl8niWgXGbM18rIhLB2nxAfeXe/X6SMEyNo8/nefm3K5z6SgHL0WmsxVx+r0VzPSb0UzRNjf8mT2QYOeBy4HRWmeAlkigQ1Jbv72orkqjfDWgTdWqIWJnMuc+M4A1MYOdvbH9CvyOJlGim3R/t7lyoaIaFXRhAt5z7uusalo2VLfaJyPcaqGq6jpOvYDqeiivYIjjfRuy3iTtKZWvaHiD7iq8vt52DiCOCxhoiiTCdjCIv+23iXuvBT36CiP0OUbuOlGDnytiZIruVVoaTwS0OoetG/31q7Ou1HlegFOG1BZL1BsG1eYx8RsnSay3i1dqDn38Heuev0XnvItJ/ApWyrqNnXYys+7TgeYovBEToE6z7BOtLaKaFmclhFweVM6mX3Sp6dNNSPhYiRcSRSj0PA+JOg6i5QdJuPNLoai/IlU2e/1aZhas9Lr/X4tyPaqzMBgTdFNPUKAxaPP+tMs99s8zxlwscOJ1lfSFkYynYseDJlSwOPZPj6380RK5s0arG3Dzf5v3v11i42qO5HhGHgkLF4tDZHM98o8Tz3yozctDlmaTIxmLAr35Yu6dwyJdNjr+c58XvVhiadGhVYy692+T8Txvc+qRDfVXxKLJFk9FDHme+VuTZ3ygzfsTj+W+Xqa8o7srsxQcXPEefz1Fdirhxvs37f11l/nKPxnpEmkiKgxZHn8/z3LcTnv1GicEJh+OvFFi41uPcTxpEwf5s8R8WuqE4O6e/VuTF71bIlU0Wr/a48HaT8z+pszob0GslaLrqtp15XZ2Pk68VOPJ8jlY1orkRbS94NA3DUtlLIk3u4oFIRBLRqy5h5ysgJabjKVXhnY8SyVaHxTBtLC+P6XjEabyt66JbDnauhFsa3lqkdz1W08bOFnEKA8R+m/SOPCpNNzCdLF5ldMth2K+v3MO7SXptwtYGadjDyhRwi8PYuTJxr7lzd6nPjRFp2uexfDELozQOCeorxL0WVqaIUxrGKQyqzLNdOiW6qXIcRRI9MeJ53G3iN1aRSYRTGMAtD2MsearLdsdraoaJnauQGZpWmXnt2o7RGffDYzUeTJsd0lbvdmH9ECcobXVJqi14Em6wmoYIY8RndKF5iqfYD2QSE7cbxJ0mvc2oj91a8/3vluLu7G5U9jihaaCb8O5fbvDB96vUVyM2KQlpLNlYDHnzn68RdFKGphwGxhwOnslSXS5y/ieNe7Y3fSrLqa8WKY3YCAGX32vyvf92ifX5kDgUW2tobSWisVFnecanNGxz+GyOwUmH1//tIW6c69BY236HPnLA5et/NEx52MLvpNw43+Ff/2cLtKoRSSy3ttuuJ3SbbWY+7ZLEEtMaYOJYhq/8/gAbCwHzl7s72odtOyeGxs1P2vzFf7XAxpLqdm2+Fc31mPM/UwXFwJjDgdM6lVGb135/kFufdGmsfjbXIcvROf21IofOZsmVTEQKv/zTdT74QY3aSoRMb3Mhgm5K9V+EdJsJ5VGbsUMeR57L06omfPSj+ta50w2LzOAkSdBRPjY7LJiWl8POltAMk8Rv99VJt7Hp9yLiqB/VMIw3ML4VgrkJrzy2pSi6W0J+DzQNw1FhnSKJaS9d2/puGG4Wb3CSzNABTDdLUF+lu3LznlFNEnYJmmt012fJDE6RHT1M2e9QvfZe32Pmzu+apmIRBifVzUe3savU+/OGTGPCTo3exgJ2voJbHKZy7BVq1z+guzqzowOyXRhEN8ytztCTsBoIOzV66/NE3QZ2rkxu5BC99QU6dxkz2pki2ZEDFCZPoOkGfm2J7m6eR7vg8TotSx76hEghIU2RcaqKnSdx/ZYSGcXIpL9AfB6s1ad4ivthk3z8ee/HDoh8wcZiyOqMT3PjXgXWZqr5ykzAlffbvPhdi8KgxfCUS7ZoEnRT0uT2kY0dcTl4OoumwdK1HrMXu2wshNuKBlCnJI0l7WrCxbealIYspk5kGZxwGJp02FgI6DbVzng5g8EJh4ljHrZnMHe5zaV3mnTq8b0+S1JltopUcOW9FoPjDlMnMxQGbUYOeQxNuazOBfe9FtVXQlZuBVTvKnY29zsOJa1qzOV3m+TLikA9fljxZyxHJw6f/FjLtHSOvpBjeMrF76bMX+5tddBEsv3gpIAkkqzOBlx+p0ll1CZbMhmccBicdGiuxUSBQLccitOnsbIlpEiIuy3SyFdFjVTSbqcwiFsZhX6CuV9dvOu1VIp2Z/UWppvBzpYYfvab+NVl4m4TKVMsN49THMLKFumtz+OW79+ZTyOfpNfCG5hg+IxLYfIkca+FphtbBndWpkBvY4Hm/CWSsLctSHcTUbvK+oVfMHT6DdziMOUjL+BWRok7DdKwhxAphqXk68p/p8DGlXdJ5rukX9CCBwApac5+im6YlA49S27sCFa2sOUNpPx7TCXN93JYXoGgscrqJz9F9tVRjx1CELWrrH36JgPHX8UpjTDy3Lcp1JaIey1EmmJYdj8MdhQpUhozn9BZvrlLovzu2HfBYxTz6MUcabWBCEJ0z8WaHMXIZ0nbXZLVDdJmG/YrvdssRp5UsbOJVKjCSogd/Xgmj3uMHHCxXZ2L77RIYsHgmMPQlINp60R+Sn0tZuVWQNBLcTOKyFkcUvLcNJHUVyPWF8J77jw3oevgZIy+LNQkUzBxMzpGXy4rhSSJJUE3pVVLaKxFtGvJtsViJ7g5nZFpl6EphziQrM4FrC+EICFbVAtBvmzhZnUMS8lm41Dg96XEa/MhYW/7l784aDF9KkOuZJLE6thufdJ94L6A4g2MHXYZmnTIFEziUHD9ow61HcYbcFuaXB6xKA5auDkDy9bRDY20fz7a9ZiNpYheK3lyRoFPsSOiQLAy49Oq3Ue+LaG5ETF7ocvZr5fIlWzyZZPSsMXGolCfGw0sW2Nw3GFgwkZKWJkJWJu79/N39+svXOnRaSQYpoaXVXLzTNHcKnjyAxaVMYdcSVldbCyGzFzoEj9AGbV802f5lk+aSCxHY2DMYWjaZW0+uO9FvrYSUV+JCO8jNw99wezFHsdfLjB1Mku2aFIctPDyxhMveHRDFYGjBz3yFZN2PWH2ghrr3e/7064lLF7ziUNBvmyRLZkMTzn4rXRrhCilxM6WsDJ5RNqXCwvFydENC820kGlMc/4SzdkL+PV7xw8iiWktXkEzTPLjx3CLI9iZImkUIkWCphukfbM+v7qIYd/fd0XEIWGrikhiTDdDfvwIIk3RDVPFuhgmfnWR5uwF2kvXd5VSJ2GPzvJNLC9PbuwobnmU7NAUsjKuRnj99WMzDFhEfl8S//nbDjwIfn0Ffe4iaBqZwSnsbAk7X0Em8W25fl+aL5KIoLH6xA1Lk6BLa/5SP1n+KHZhkPz4MUSaIIVANwx00yaNAlpzl2jcPI9fX9m3FH7fBY81OYJ76gjdd84jqw3M0UHy3/kq1tgg8eIqvfc+wf/kqsrR2g+EUKOmzyB7Syaqk7RTwfPsN0p844+GKI9Y/Bf/u+tEPcGL3ynz0m+WyRRMGusRVz5o89M/WaO6FDE46fDNf3eY4y/lKA5ZRL7g0rst3v2rKp/8ornjRSVTNBk94HLsxTwHTmUYPeRSGXPw8ga6ru5mg07K+mLIzMUeV95vce3DNq16cl8pbnHA4uXfKvOV3x+kVY15699s8O73ali2xoHTWV74dpkDpzMMjDm4WVWcdRoJqzMB1891+Pm/WifsbS9GhqcdfvM/GOHo83miIOXTXzZZvunTbT24MLVdnZd/q8LLv1Vm9KBHfSXin/xfZ6itRvc8V9fVeZk+meHMVxV3YGhSLVyWo+O3E6pLEbOXu3z8ZpPZi11qK9HnJ/H9W4g4ElSXogd6yfTaKdXFkCRWj7NcncEJxaUJewJdV4VtrmTi5UyEkPgttVAWB3f35LIcfXsTWdcoDFhk8iagWt/FQYvi0O1ttOsxGwvhA71POo2kv38pbs4kXzEZGLMfqIJuVxM6zftfdJNYdcb8tlo0NE2jOGiRLRi0Np5sN8Cy9a14Fds1SJOYdj3Bdo37nms3qyPuOGe2o1EZdVi6rtRLIg5pLVxGJBGZgQmsXBnDctD0DFJKRBwSNNborc/RWrhC0FjdWcEkBZ2l68rrxe+oxS5bwnA8RJoQtTZoL12js3ITEUd4AxOYXm5XTolIE8JOnfqNj/AqYxQmT+CWhtF0kzTy6W0s0Jj5lN7azH0dfZGKh1S99iG96qIyVhw5hJ2vYDoZReaOAuJuk7Bdpbc+3w/yDO/ZjpRCiRP8tuoo7XMKIqVAJrEyLey7r+8mp5dSIOKIJOiSRuGO50mmCZ3VW/iNVQoTx8iOHMKrjGNli2iajkxjkrBH1FhVsRprs/2Im7viIvrnKPbbJEH3kbLSpEiJey2qV9/Fry1RmD6tPleZApphIOIYv7ZMZ+UmrYUrRO3qQxVh++/wlIvY02N03vwAI5fBGhlEz7i0f/IeRjGP+9wJgiu39l3wSCFIeyHyoZyD9wdV8CTg7mb4pi6uJ17Kky+bvPCdMtmCiW5o2K5LtmDSbST0WgmjhzzOfr1Irmximhq2q3P26yWSWJmaXf6gva1IMS2N1/5OhW/8vWEKFRPH60tl+9JQDTAMDdPWcHMGwwdcTr6S51c/qvPh39SZ+XRvLTzb0ckPWAyOO7zwrRIvfLtMZdzGcfUtGbFlq+MEdUdnu/cWgM2NmItvtRg/7FEetRk/nKE84hCHwX1VJpoGtqdz6JksA+MO3WbChbebNDfie1YQ01Z+Kd/++8Oc/mqRoUlHyWVtDcPQlE9LwcT2+tLkVwp8/NMGH/6ozqV3Pl+Fwd8miBTCXkr6AF+dJJb4dxjWGYaGlzOVHBxlBpgpmFufPU2DF36zwonXCvctpjQNTFvfKmg01GfMtG6Ppm1Xx7njcxwHgqCT7KkVn0QCv53ieAa2p+Pukr92J6JQkET3X8CkAL+TbBWAALZnbB3/k4Rp62SKJrquzlF5xObb//MRvvqHg/e9edINDcfTKQxYW/92swabpsSb0RJBfQXdtFWnQ9v0t5HIvgJL9J2B7+bv3I2wsUq126Qx87Ey/tO0rW2kcdhf5AVLH3wPTddJwx7JDiR9TVMePLHfJry1Tnvx6ta+IYSSV0f+3uXjUhA01ol7LRpzF9B1E3RdHaXsmxhuHmcc3ltciJS422T5ox+gm7bKwroru+pBSIMu7aXryjOnb/i4G3Uk8dvUb56ntXgNpCAJ/Z39c6QkDX1aC1fprM6gG7bqWG0elxTINN1S3u30eknQozHzCd21OYRItvGuHhZpHNJdnyNorqvPla5vfRY2i720r/57GOy74NFMA822VJbF6BBGKU90a57w+izuycM4B8ZBfwhujJAIP0R+Zh2e+9+V6YbGma8Vqa1EnP9pg8Z6zOQxj6mTGQbHHZ55vUgUCpDw8ZsNOvWEfMXk2It5BsZtJo9nOPRsjmvnOtsuLEJIhACRSMJAsHwroL4a0a7FW94ftqcrZcqzWYYmHMYOubzwnTK15Yi12YBe+8Fvtps1mDjikS2YTB1XrrBXP2hv3WVLwPF0ioMWIpEs3fSJgnu3264lXPtVm1d+p0JlzCY/YHLkuSx+R3VcdkOmYDJx1GNgzMbNGNRXIy6+3brnjlY3YHDC4au/N8Czv1FieMolTSRXPmhTXeq738ZK4js05TB5LMPAuM3ZbxRBg9ZGzMbS/UchT/H4sJfCQQqJEHfwkDTQ7oyIQ407ta3rhEa+bJEvmXueZguhFlVd07ZFiOn69n9LwQOND7ceK9VjpQRd63vT7OVJD9i8RMUe3XnulL/ak+cQ6jpbfkag+DzlYYfy8N55YkKoY9SNOw39VBfncfnOiCTuxwbc35gwalcfsCVF9pf9GIckePRFWKYxiR/DQy7oUqTbUtv3/3xBGvl78pzZzNLa03FLoaIcHtZfRwqSoLtvHs39t/l4P1d3Y98FjxQCKSR6Los1NYqey+Cfv0y6XoejCZh3Xdnut61UEM4sI+MUEUbEy1XS9pMxN9r2unsoeDRNLcS3Pu3y5r9YY20u5MzrRV5LYWjSYfJEhm4jYeZilzf/5TqrswEj0y4ilbzwnTLlEYuJI+7WXe0mRAqL131+9eM6Xs5g6YbP8q2A6lJIt6H2ycsZDEw4vFKrcPaNItOnskwdzzB53OPqhza99oM/+JmCwcQxjwOnM9RWIj59q8mld1qsLyprfiRk8gbDUw62p1NfjdWY6i4E3ZTlWwHr8yHD0y6ZnMHJV/MsXvPvW/AUB02OPp+7g/sTc/PT7j3t/2zR5OCZLK//O4MUBy069YQb5zu8/4Ma81d8GmvKryRfsTh4OsMzrxd58TtlhiZU0bmxGPLBD2r3jOKe4vFjs8OiP6AxoeuaWmT7/94kHd+54ItE3jFmkmwshLRr8X25MHcjiRW51r/jBkCkcluBoxlgWNoDu1Jb+231YyeE3DNPTTfvf73T2Czwbv9MJHLbyOhJQQgVobH5SpGfsr4Q4rfVjcReUV0Oqa+EnwnJ+ime4klh/yqtOEFD4p46gnNsGtHpEd1YUN8s3eCBV8M7IIOIjX/y1yowUUpVTH0GIy32UPBICUvXfa6f6zB7qYcUcP2jDpVRm1d+u4xla2wshVz4ZZPFa8p+XddDPn6zyfGXCwxN2BSHrB0DrK+fa3PzE1WBS7F5t8rWnWJcS2j3R2YilUyfUu675RGb4WmXpRv+A++0cyUTxzPYWAh568+qvP/9GmFPjRk2n9pYg+Vb/tbx7tQlVUoTwa1POgxPORw4k+XkKwU+/GF9J1+vLZSGbU6+WsDNGTTWIhav9Wiux/dwbqaOZzjz1SKVURtN07j2UYc/+y8XWbtLrVNfjWiuRyxc8ykNWRx/KU9l1OYbfzTEjY87bCzdywt6iscL3dDwsvo9RfzdMG1lYHd7/CFVPEG/gBBC8Xw2icRSwFt/ts6v/qbO8o39eQmlyfYCJ+ilBHd0+2xXx8uZxOGDFSamrUZtuqERBSq/60GwPR3Luf/50A3I9An4mwh98ZkUD0msxnSb52hjKeQv/usFrn/U2Rd/SEpVAH4JOLlP8RS7Yt8FTzS/Qu+jS5hDAyRL60Szi8gkwSgVkHFMPL+yLw8dGcaf+ToVV5sENxZJe2q2GW/sQF6T0FiP6NTjrUKg00ho1xM2O1idesLa3G1yZhwKWrWYNBEYlo7tGjv2upQU9v5HLQXUV2NqyxF+J8HNKF6Bl9PvW2hsQtM0gm7Ce9+vMXOhu2MIoATkHt6qNJVcP9/lwJksh5/Lka9YjB5yGRi3qS7e21lxMzqD4w7TJzI4rsG1mQ43Pu7ueMyjh1wOn82iGxoLV31mLnRZX7xXmrwpIe61Ei6+06I8anPobI6BMZuhSYflG8pB9ymeHGxXY2jKxcncn9uSyZsMTTkYllrgo0CwsRBucb5EKuk0Yjr1GL+b9kerKs/pUd2HG2vxNn+bQsViaMqh07i/yrEwYFIcUplgmg7takxtOXxgkVQassmX7x9+bFg6g1NKlACqeGhtxHQfQHZ+HIhDQasa02kkRIHAsnUGxh1ufdz9TJ2en+IpvgjYN2suqdYJLt4gml0kuHyD8NaC6s6kKfHiKv6n1/av0PqMES2s0f3gMu2fnaP9s3OE1xfveYwEus10W6ZOHAkiv0/alIqY2azGW3c9aSoJfdFvdml38RQeYj8DQa+dqjs0ITFMbRtB834QQu3flfdbbCyGj+QXJQSszgSszYb0WgmmrTFxxGPs0M4S0YFxh9GDLrmKiZBq7DB36d6Cx3I0KqM2g5MOmgZrcwGrs4HiGO2y0MSRZOm6T7uWYBgaTtagPGKTKz1eS6mnuBeWYzBywKU0bOFkdr50aBqUhi0OPpPDdnVlrVCNlWvyZnev70+zvhCyPhegoXKvxg67OBl97/ZYOzyuU4/V+GU1IokEQ1Muh5/NYdnafSftE8cyTBz10A21b7XlkLW5+0vSAUojNgNjDpmCsWM3F8D1dA49k6M4ZBNHQllNrMcEnSffzRYp+J2Upes+rWqMlzc4+kKeypj9wM7UUzzFrxv2z+GJE5JqnXh5nTv7m6LVIWw9OkHss0C8sE68cP9UWySEfrq97dzvMqSxRLc14lAQ9NItLsIm6ZG+p6GmKXLiTh0ZTVPcAtNShZFuaIpwuWmuq6kHuTmDOJJbPol7LaBEqnxr1ufDPZGcH3QuOo2E1bmAlZmAg2eyTBzLMHW8x4VfNu9ZFCZPZJg45t1+3kzA6sz2xUPXIVvYlCarO9+gl6LpUBnd3U3VtLVtJExQd/GZwoMVNU/xaLAcjYEJh8njGZZvBazO+Ledi7VNNZbB+NEMx14s4Hg66/PKmG+nz+DiNZ9bn3QYP+oxdSLLkecCZj7tsr4QEvlCEYiF8u3RdA1dVzwb01bfl8107zs7N6EvWF8IuXG+zYlXCowedDn1lSIX3mpSW1GS+s3Hq8BTDcczOPlagYNnc4hUjU9XbgVsLIYP7KQWBy3GjqjssMVrvjJXTDdJvipwdWDc4cSrBSqjNn47Zf5yl+ZG9EBvoMeFJBJc+7DN0JTDiZcLnHylwNUP2jTWY+rLIcmdY0FNQ9eUg7RhKJKzpveVd496HXlSkKLvzqwIz2nUeyKOwE/x5cf+fXjGh7EnRwmvzZI221/4bs6j4G5+wN2QfbXV/bBZu9z9KCejM3bYY+p4huFph/KITaZg4GYMLEeRJw1DI1s0KQ1ZmA8gRt6z77Ek7Iqti+/jwNpcyPVzHaaOZxg54DB+xMPJGIT+9nHZ1HGPiWMeSSy5cb7D2nx4z+xf0zW8vLlNmvv8N8scfym/J2lyvnL7o2v3pfZffmiKz7YPHtxDYTO08aGeC6/+7iC5kskH36+xeL1Hr51imBrFQZuXfqvCc98sUR62MEyN2YtdLr/X3HFTc5e65CsmJ18tUByyOfv1EuURm49/1mD+Spfassq0Mh0NN2P0DfuUAjJbMunUYn7+r9apLm1XdKzNBvziX60zNOkwdtjj0Nkc//b/dopf/ajGjY/aVJdVllauZDF+xOPZ3yjxzNeVQjD0U97/XpWZi917nKR3OZUcejbH7/3HE7z9Z+vc+nTTH0pQHLS3Mr0mjni4GYP5+R7v/VWVVvWzu25GoeDiW01GD7rK5XnI5pv/7jCTxzNc+GWD5RsB7XpMEgssR8fLGeTLFuVRW/EHJcxd7vKLf/WAm8TPCWkc0lufZ+HdP0PTDUQcEj8GddZT/Pph3wWP7rnY02PYB8ZJG23itSrJyjpJtYH8Ncuo6rv8P/Axe4ampOCHnsly/KU8E8cylIctciUT29VJU4lI75D1itvP2y+EUCO2x2kFvrEYcvPjLl/9fUGuaDAwbnPgdIa5Sz38ToppK0O14WmX4qBFEiln5bX5HXwgAMNkyx8ElGIrWzD2J00Wt7tpXxZopoWZzeMUBrDyJcxMXnlOmCaabjzxg4nbDaof/xK5T6OwbjNl5pMOpRGbYy8VKI/YNDdiolCi6+DmDCaPZRicdBACZs51uPROk/krOysv/XbCzKdd/uZ/WuGl3xxg/KgqTry8wclXC/TaCXEk+qNcHdtV3jjFIZs0Fsxd7u04lum1lJvwO39R5YVvl5k6meXYS3lyJZPTXy3Sa6UgJbarUxi0GTvsqmNZj7j8fouP36yzvstn9m7MXugihGT0kMsbf3eYZ96I6PVJwm7O2Cq6vLzJ6mzApXeaXH2/tWMSu5dT1gvD0y6ZvKm6v5Y69ul+BAeohPkXf7PC8LRLFAiSWDmzp7Fg/kqPxWu9bcWaFNCqxXz6iwamrfHSbw2Qr1icfE11nVpVpY4TqRqbW46O4+l4eZPysKWyzNbVtX16yuDYMZNjR01KZZ1334346FxEo7H/C82BaYPXX7e5cjVhdjZlY+MhuzJ9A7xHkX4/xd8O7LvgEUFI2u5iT41hFHIYpTxJKU+8USdtthHtHqLTQ8bx/uMlvmh4zLtvGBrTJzO88tsVXvh2ieKQTXM9prmheAedeoLfFUSBUnCkiWTiqEpz1vP7HdnIXd04HxbteszyLZ+NxRDb9ZQS65U8a/MhfkfFbBw8nWVgzMYwNBrrMXOXutR3CUlM75Lmri+ENNejPaljNiElLN0I1CL2RYemY2UL2OVB3MFxvMFxnPIwVr6E7njomwXPE0ZvZY76xfdI91nw+J2Eax+1KQ3bjBx0OXAm1zcQVONYKRWHrddKWbzm89GPalz7VZvm+s6vIwRUl0Le/rMNALrNAmOHPAbGHcaPZrDuGF2JRKmE4kgQdFJWZyPW5nY2v0xiSWM95lc/rCESVQwMjDtMnchw5Pn8Fg9OpLI/lhaszgbcONfhV39TY+5Sb8+fwaXrPu16zPC0y9hhj4NnsjgZYyu6JYnU2Hv5Ro8LbzX5+GcNFfeyAzIFU6XCv1FiYMzGclTn0nJ03JyxNc4emHDIVyyOvZgnDtU5iUNJHKa89afrrNzy7+lMi1Qyc6FL6At0Q2P6lDIEnTyRwXGV8akyeFPfyyRW1yC/narR15r6DmcyGiMjOs88Y/HGGzZJAjduJjQa+//+jY8b/O7vuJhWSLMpH77geYqn2CP2XfDEs0vE8ytopoE9PYZz/CDu86fID5SIN+oEF68TfHKt3/F5MuZBX1bYns43/miIZ94oUhy0CHqC9/+6xq9+VGfmYpckuqNI6f/16u8McOhsFncXkuhnCZFCt66MCDdHbSdfK/DBD+rUQd2Zv1agMGjRayui5MZStI34vQkplFQ5vsOl9t2/rPLeX1dZuLo/afKWrP8LDQ3dsskfOUPp5Etkhqe+dK2pzcXwp3+ySiZv8NJvVjj6Qp6BcQfH04kjyeqsz9UP2nz80zo3P+0+kJibJpJOPeFH/+MKF37Z5PhLeU6+VmT8iEd5RCm30r5zc6ce01iLmfm0w41zbW5+3NnROwpUV2N1NuBn/2yVS+82eeE7al/HDnvkK0pVFXQSaisR85d7fPTjOrc+7dBci/b1WUpTyaV3mvz4j1d45XcGOPlqkYmjHoUBizgU1NciFq70+NXf1Lj+Ueee8dudcDI6w9PulvoQ2LG7a1oapmXc5q3dccm4+kEb3dCBe89LFAjmLnVZuNblyHN5TrxS4NhLeUYOeuRLJqatkcbQbca0qrHq6J7vcP1cm6W+XcCVqwlXryW8/XbE5GSJ6Gme3VN8ifBw0hYhkLEkXloj7fSI5pZxTx3Gmhwl+9pzeM8cJ15eJ7wxp3K1/JC/7QYOlqNTHrYZPaQuuO1awod/U+fczxosXO0R+TsrkwxL2fI/itrrcaLXSbn4douDZ7IMTuQYOeAyOGFTX43I5A2OPpcjXzZZnw+59G5rV6KjEH2Zfy1RsvusQWnYIl+2SJMnbz75mULTMDN5Bp79Gtnp47iVEWVP/yUqdqBPtDcVWX9uMaRVjXnve1VsVwW8CqHiVLr9XKqot/e7fpGqbs/H3ZRbn3Rxs6qzcWeHR3UdJL12QreZ0Gs9OOYiDARrcwHv/MUGn/y8gZsxVIdHU8VWHKjw3OZGTK+9twiKO6EbmiI6r8W8/70ql95u4ebUa0ihlJ1+J6W5HtFt3n/7teWQX/zrdS78sontPtwNzuqsTxzuft6VCSQsXO3RWI+58MsmTkbFc2i62uc0EcSRVCrRpjrXQf+93Bzzpynw+OiBT/EUnwkeruDRNXTPxaiUMAdKGJUCIohUAVRtAKDZFvb0OJph4H9yFbGbgkvrU3p/zb85pqXh5Q2yBQPb0an5gvmrPdbng13vUssjFpVRGyfzYHfbzwqhL5i91GVjMeTAmSy5osn4EY9OI6U0ZDE4YWPZOrWViKsftu87GkgiycZiyMpMyIHTGcaPeowf9bh+rk3oi70JLfbgSfR5w8wUyI4fIn/wFE5lGN1yPrPXFmmCiCPS0EcEPdLQx19fRO7DK2sTGopzJQV0G8mWM/jjQtgThL2I2vLj4wJKAUFXEHT3xsnZLzbvQ+JAsDYXsjb38F3toCtYvuHv23zxYdBrpfRaKWuPebu6DpWKzre+6XD+fMzVa7c/I0eOGBycNrl2I2F9/d4vt2lCuaxz/LiJFHDxUky7LUlTMHTwMhrHj5mMjhp4roaQkrV1wfxcyvxCuq9iVdehVNI5dtRkcFDH85TyM0kkn15IuHUrIUlgYtxgatpgfPR28d1oCG7eSlheTgkCMAwoFjSOHDEZGjLQNCjkVVHdbktmZhLm51OaLbWDmYzGgWmDAwcMMhn1AWo0JHPzCQvzKU8HI08O+8/ScmyMQg5zqIx9cBJregxzoER49RbBhetEM8qI0D1+CPeZY+S++QrR/PLOBY+mYVYKgOIGyShGJmKfTOAvCTT1JZMo4zFNA9PUtiznNxf3Tbm64+ocfT7HgVMZLOv+HiKfJdJ+TMTKTEBjNWJgwuHA6SwiZStwMfQF64shc1d6pA+Q3i7fVEnt40c8Jo56HHshx82+sivoKcmxFLIfCqjuqHVDKbUMU0VZd5v7s8n/rOGUhygeexa7NHhPsaNC+gQyjZFCgBRbY03dsjE2H69pqngJA25XeGokpum6Cv7T+wGO/bA9gKTXIWpsENbX1N/NDaLGxiMlGz/FU+wG01TE5v/L/ynP//P/1d5W8Lz0os3v/a7Ln/yJz4cf3VHUSrBMqJR1nn3W4rvfceh0JCurAt9PSFPwPFXsfPfbDqdPWxQKOhLJrVsJ774XUa0K/GDvTtCFgsbJkyZ/8HseU1MGhby6DkeR5H/4H3ssLKQkieTgIYPf+IbDSy/eVsqurKa8+27E9/46YHlZ4Loap05ZfOfbDkeOmohUFXcZT2NpWfAv/6VPuxPSbKUYhiJrf/0Nh1dftSiVlO/U6mrKR+di/up7ASsrYj/evU+xD+y74HFPHib79ZfRMy7xwgrB+UuEs8vInq/CP2OVhh1cnUHLuLjPnkAzdiZiao5F5d/7DpphEFydw78yS7JWR/R+/UrcyBc01lRwp0ghVzZ58bsqELRTT7a6PE5GZ2jK4dRrBV78ToWJYx5RKD6TZOX9YP5Kj7nLPYanXSaPZTBMtcjqpsbixS6L13wVI/GAOmThao9s0eT0awUqYzanXitQGrI499MGsxe7bCxG+J0Uy1FpzdmCUulMHlM8iV475Wf/Yp3VmSdzB/+o0EwLpzRIdurYjp0dEUXE7Qb+2gJRu04adJFJAkiyk0cpHX9+67FRs0rj0odIkSivJ8NAt2ysXAm7NIg7MIpu2f2kTkCktG9+SvP6J4S1VWSaIkWiujtPfUqe4guCNJUMD+ucOGHy+7/n8tOfRbz9TsjCQkrcr8vHxnX+V/9xlnfei/j//JcdNjYEnqfxh7/v8p1vu1y7lnDjZkq7vbcbn5detPn6GzaFAvyT/6HLjZtq3Fgs6iwtpQSB2s78XMqf/hufP/1Tn54vKZd1Xn3F5j/4Bxk+OhezvCwol3X+6O96LCwk/ON/3OXGjZRXX7V5+SULy9L40U9CVlfV9d11Nf69f9ej1Zb8t/9dj5WVFMvW+OprNv/Wv+UyN5cShvFTAvcTwr4LnrTrE80tkTZaJOs1kvUaaa11D0dHBiHJ8jrBx1cQ3Z05GZquY41UsEbKWKNl3FMHSNbqxMtVoqUNFSba9eEzSFB/0khTSbeVcPm9Fl7OYOSAw9TxDN/694d55o0ifjtF6xuV5comw5MOfifl1icdbFfn8Nnc530I27B43Wfhao8Xv1tWrq2uhkgluqExf0X9bi+jJr+rjNh+8D+s8MpvV5g6kWH6VAbHMzjxcl5lLoViy2XacnXcjEFhwEIIyeJVX7no3oVNie/oQZdswcSwNCxLw7A1pk5ktkl8X/6tCqMHPUI/JY0VVySJJXNXesxf6SEeYXJjFwewy0MYjncPQbm3MktvaYbe6hxxp4UIfdV5ESkSMDN5pEhBVxElqd+lM38NEQVIKdA01dkxbBfDy2Hli2RGD+KNTGIXB0HT8YYnibst4ladOGg8vP/OUzzFE4Cuw/iYweFDJvm8xs/ejHj/g4iFhZSo3wTyXBgdMTh71sL1NA4cMOh0JJap8cwzJratMTFhsLQs9lzwHDxoMD5u8NOfhVy8lLC0pEZinieIotsiCNfTOHzIZHLSII4lnqdx6qTFxISxNQazTBge1pmdhdU1wcJiyuRySqNpUihAqyWIY7BtGKjonDppYdlq9NdqCgxD4+BBg8EBnbExg3w+YWPjCZ3wv+XYd8GTrNfwfxUSr2xAcv+LZ1Jr0vvgU9L2LvHxGmimjlkpYFYKuMemSJtdopUq4c0lwpllkvUGSaMvd++FDwz9/MJCqi7PJz9XXhgiKVLoh2CeeKWwJSNNU0nYU3b8Vz5o01yPGJx0mDia+ZwPYDtqKxHLtwKa6zHFQQvHc0hiSeSnLF73WZ3dW8dFCkX4fO97NTRNjafGj3gUhyyGDzjYjo5uKt6ISCVJIklCRQRdmw9ZnvF3NCrMFAwOPZPl2a+XGBhXEl/L1jAdNXbbkviOqViKI8/niENBsinxjQS//DcbLN3wH2gueT84xUHsQkUZCvYhkpjU79K+dYnWrQsEa/dGmwAkfgeRpuh9qbpIYuLNLtDdPW9NQzctovoGadgjNw12oYI3Mo1mmIgopH3rIlG7wZ4c9Z7iKR4Vd92H6Lriu9z5c12HsTGDkREdXdf4878IWF8ThHc0+W1Ho5DXKJV0CgWNwQGdgYr6Xa0mWF8XdLtyX2OgclnHdXU+/jih0RBb9+u9Xt+FWwPLgrPPmJw4bpHNaoSR8pvK5zVsW8PQ1eOiWLKwkJLN6pw+ZeHYGgenDUQqWVy8PZ4yTY18XqNY0rBMjXJJo1RU3+04lrz/QUytJng6bX5y2L8PT7ONaCoLbyWr3elB/VTkdpdwt2JnF+iFDG4hg3t8CoQgWljHvzyL//ENFfhZb39pOT5JLLn0bpuNpYjZC11e+e0KwweUSZ+bNQi7KRtLEbc+6fLh36jQT9vVOfO1Ikn0xepyJZGkthJx41yH018rkCuZiFQq4uZsQKu698I0TSTdZsJP/n9rfPqWkiaf/kqByWMZKqM2Xk4nSSDoS5PrqzEzF7rcONfh+rnOjrEFjqczMu1w6GyWgfHdoyoMSyNzp8T3Dlz7VadvjPjwnzcrX8LMFrYfr9+lPXOZ1o1PCDaWd32ulFJ1ePq5IpqmoRkmO37ppETEEe2ZS8TdJqnfZeD5r6PbLu7gGEOvfIek2yINA9Jgf9/Jp3iKPeM+XxXTBMfZHgujaYpP0+spS44/+H2PTqdHrX77erf5DUyF5L////b4878IHln0u+WAL3feZ9OEQkHnf/ZHHouLgv/8v+iwvJziOBq/+zsu3/j67fF0oy75138a8B/9wwy/+7sui4sJtqXx819E/PX3w63x2OZrCgF/9b2A//d/3kH8mlJWv6jYd8FjVErYhyfJPH8SPZfZxs8RYUS8uErr+79A9h6OU7Ep1ZVSgq5jDZfRsy7esSmSeotoaYPw1jLhrWWSavOxuzu//9c1bpzrYHs6a3MhzY3t279+rs1/9p9cRdNVl6OxFm/dMKeRRn1F55/9pzWcbI12w6fXvlc90FyPufB2i4VrPo5nqHwoQyNNlUy210lpbcT4nRS/k/LJz5usziqTtcZavCv9or4W84s/3eDTX7YwLQ2/k9KuPbnbhaXrPn/+Xy/xk3+2hmmpkVboC5ZvPdx7LyU0VpVUdvZCtx+zocjJQkpE0pfMhsrDp9tKtlxt70Z1OeLNf7XBxz9/eInv2ny4PUvtIWBmcphedtvP4l6bxrVzxJ2dIxe2oNpat/+taeiGya4plX1EjSrt2Su4QxN4I9OYmRyG41I88SIiTWjfvPCwh/MUT3FfJAn4vsQPJIODBuPjOsvLgukpg0MHTQYGtitOkwQ+vZBw5UoMaPzdf8fl62/Y6Dp8+Ct17er2lBprZUVw+pTF3HzKRx+p35WKGq6rUa0JkmTvxcPikuDQIcHv/Z7Dv/5TyY0b6gYtl9OIY1WIua5SJQaBpN1SnZqTJ0yefdbati3TgpERnZXVlFszCT/4QYimQa0uWFu73T0KQsnahmB1VTA2ZvD612zeficijiGb0SiXdao1QRjuTr7OmCWK7hgD3gEM3SIRAZ1og5XONcK0yxdesgqAxqB3gAOlF+/5zUzjA+r+ImIHH6nHgf1naY0O4J0+gkxS9FwWzTSI55YwBivoWQ/dc5VKZA/bkklK7/x1RC/EHCxiVgpotoVm3PYo0TwH3XNgsIQVDmFPDmNPDuMemSBeqRGv19XYq9ZC+OEjuzuvL4S7OqECtKoJn/7y9kKlaTq2nSeTHcbzKthWju6ayUavSru9QBKr43CcPJ43QBg2iaIOjTVVLO0FtZWI2sqDC7vIF6zOhKzOfDak7147Ze7y4/XMiQLlNF1ffbRCLewJVm4FrDxk8aXpBu74FNkTJTpXPn1o7ovuZNBtd+vfIolJui2C9UXS6AH7Jvodns1vk6ajmdYDv18iDgnr67RvXcTM5LGyeTBMMmPTBOuL9JZnSf29XRyjQPDB92vMfNol6KbK7K/5JR0rPyJ0AyoDBoOFhEzcobMgWbjUViGjf0vw3HMWY6M6k5MGA4M6Z86Y9HoOKyuCi5diVlcFrZbgnXcjRkYUmXd1TSgVVkWnXhfbFnMpVWFw42ZKqyUYHdU5dMjktdds6g3B4mJKGMLycspf/VVAoaDx7W85nDxuoulgWRq1muDHPwn3FaVz8VJMPq9x6pTJb/2mQ+MVCynV9j46F3PzZkKvp1Rg2azGH/6BS8+HYlEjl9O25PKgxnIZT6OQ1ykW4dQptaxGEaxvqOJsc+TWagl++rOQA9MGb7zuMDVlIIXytxICfvLT2wTnu6GhUXRHGc+dpOiOY2gmiYjIWGV6cYtmuEyUfvE9zDQ0XLPAUObwPb9bbl9Wa/8Tqtv2XfCYg2Ws8WHq//z7eM8eR7MsWt97E/fUYcyhCiKMkHskGcsoofXjXxHeWsY9MYV7dAqjnEPPuOiOhWZZoGtbxY/uWOgjFayRCrxwnKTWIppfw788S3h9gXitjugGiDBWXJ8nbnaoY1kZisVphobPUixOY1lZdN2kVr1Kmob0elVAw/MGGR19nkbjFs3mHL5ffcL79hSPAs00yR07TebgMbo3rzx8wWPZ6ObtkZqIApJehzToPfB2VEqBSNPb9Y6moZvmntyZReTTmb1CbuoYcngCTTewskWcyghOZYjesr8nLk/YE/zof1x54OP+NsCyNA4dszg4mlASLeoLMTO/qrN889crQ/B+ePasxYsvWAwN6oShZHxMybZbLYHfk7RaMY2m5N/8G5/f/i2Xb37DIU7g2rWEekOwupbSbAnSBPxAsrKiCp0wlKytCf7kn/n8R/8wy+iIIjJXq7d/98f/tMfv/q7Lyy/ZvP61fnxNU3D+XMzP3txf0XnxYkwYSIpFjRdfsCmX1Xeq24NqVaj9rUveejvijddt/vAPPcJA8smnylPn/Ccx7Y7AMJRkPpfTKRV1xsd1Dh1QHMFUwNxcQq0muHUrpdORhCH85V/6vPGGwzd/w+GFFzwsS6PnS2ZnE959L9z1661rJgVnhIHMQTRUU8DQLXTNoOyOE6adL0XB83li/8aDfTOZtNFChhHoOqLbw//4KtmvPIdz4hC9d87vrUCTkqTeIu30CK7MoTk29tQQzpEJvBPTOAfH0LMeGDt/AoxiFjczjXNoDNELiVeqBNcX8C/PEs2vKb7PE4RleRQKBzhw8Ds4Tp40jeh0lslmR+46zBRdN/Eyg2i6SRz3nhY8f0ugG8a2sW8ahaThHo3llO0tEqnm/7qObjvbCNC7PjVNiToNonadxO9i9XlEVr6ENziBv7rQ7x49xV6hCh6boVGTyqBBNquRL3yx7CKeNP7Nn/l8/wcBhqFIuEKoaBeRQrsjt8Yx738Qc/FSgmOrej2Kbrs0+74kiiTtjuA//b+n+L4k6Hvo+L7kf/rjLqapeD2b/Jc4hvUNwb/8Vz5/+VcBpkHfm0oShJJOZ+8ePABxpDLA/pv/trtFQAY1IGi11OtKCT/+Scjb70TYlvpdGAIS/vif9qjVlCT9mTMWX/2qzV//IODd9yKSRAIar71q8+ILFi+/ZNPthnQ6it5Qb0j+5kchb70doe5fNKSQxDE0mmJHLZCGhqW7mJqNxvbPnKZp2EYGQ7PufeJTbMP+Cx4hkUKg9Snqmmmg5zLIMFYS2ax32350L0gFMo1IgwjoIoKQZKNJeH0Rc7CINVrBHhvEmhjCLOfR3dt3y9rmYuLaapyWdTEqBZwjEyRrDaKVKvHiOtHSBmmjg4weL58lkxmiXDmCZXlUq1doNWdJkpCDh75772GmEVHYwXVLWPYXS2L+FE8QurG9QBFiz90imaZKpr7ZCdINDNvbU8Gz+VpJt0XSbW8VPKaXwypW0DT9SzHt/yIhTSXrqwntZkq7JVicjel1/3adxVZL0mo9+Jh9X+L7939cmnKP47JyMt6ZSZym0GxKms1HP+ebRVittgtruY9ORxVTu8F1lXrMdTWaTcH8fIoQYFsqL7BQUJErd/Iu0/TB291pf1MZk8qk/6/ba6yUkjgNSMVTedeD8BA+PD2SagNME9EL0PNZMi+eQfgh5mAJ0fUfiUcj2j2ido9obhXNMjGHyzjTIzgHx7DGBjArBfRCBiOfVWMvU909a4aOkc9g5DM40yMIv184zSwTziwTr1RJqi3SVpe046vu1CN+bzyvQj4/QRA0qW5cplq9gqbpTE597Z7HpmlIEDbIZIcwTXeHrT3F3TC8DLqXRTdMdNdFCoGIQjXasV2kSInqG8g4wsyXsApF/MU55B26Tmd4DCkESafVdykG3XGxCiqhXH1+NKUIrK2TdFrbRk2aYWCVBra6KwBpr0PSbpL6e2wf3/k5024T8x/4NJEi4mhrf3TDwHCzikyyRyR+j+QOVZbuuFjZ4pcqtPSLgjiW3LoW88FbAavLKTM3YjbWnnbJ/jYjiiTttqDdFkxPKyJymoLjwPS0ge9LZmb2boi4OySJjPCTJp24RsYsoqGTikT9LNogEk8+kuTLjv378KxsEJjXQINoYQWjmKf8938fkESzS/Q+uIBMHs9FQMYJ8eI68eI6nbc/xShmsQ+MkjlzGO+Zw1ijFfSsi1pF1HO2+D6egz01jD01TP6NZ4mrTcIbS/Q+vk5wZY54uar28xE0gZaVwbIybGxcwverCBFjGDvnJAmRkCQ+hmGh6w8XYbYFTXuI/dbu0GF+OeAMj+NNHcbMF3BHxhFRSFhdQ9MNnOExROhTe+enRLUNCqefp3D2Jeb/6T8iadbVBnSD0ktvIOOQ9qXzBCuLoGk4gyMUzr6MOzaJkckpqWgSU/35D2hf/VS5haPunHTHI3f0NN74FPbgMGgavZlrtC58RG/m+gOPQaYJUqRbYy3NMNHMvbWeZZoi4n4PHdAMCzNXUEqtPUIkETK+zTExLAfDzXzpgku/CEhimLkeM3P96Z30Uyisrgo+/iTmxRdsfvu3XP4X/0Bns4F75WrCT98Mee/9+IHdrr1ASkHNX8DQbSZyZzB1hyBpseHPsOHP9FVaT3E/7L/g2aiTtrvIMCI1WqojM7+MZhqkrQ7JWu2xj442kXYDwptLJGt1Ou9fxBouY08O4xwax54ewSzllO3lDjAKWdyT09iTQ6RfO0u8WiecWSa4uUS8UkW0HuLDomlomo5IY+QDrPo1TcfQrb7vw8N/+O3iIAOnv0Lt8vuE9dUH76JhkRmZwh0YQ7ddguoyYW2FqFV76H34LKHpOobjUv/wLezyINnDx2ldPE/cqKI7HpkDR/feaQEy04fxpg+jmSb1d98k6TQBDd1xCFeX+rEO/de+I6eqce5dRBhg5gsUn30Fd2yKcG2FtLdLKG4fMokRaaIiHwDdcpTr8h4gkpg08JFiM1vLUiaGeyyY1EaEyujaPCbDQDetpx2ep3iKxwApYWNDEar//C81bEvburx3e5J6XZGuHxd6cZ3l9iVq/hwaOkImxGlAnH4xo3W+aNh3wSP7ZgebRU0ShKT1poqzTdInVuyoF0sRHR/RUa27eKVGtLhOOLuKNaoiKszBknJuLufRM+6Wyku3LXTbgmIOOVLBmhjCGh/EOTRG94PLdN+/tO/dESJBpDG2nUXX778IGaaL65ZJ05A0fXhVh+nlKBw6Q9SqYmXyGI6n5rtBl7jT2FbI6JZNduwQucljOOVhkBKvMkp3+SatmUvE3dYXPlNJSkEahYRrS2im6o7E9Q2kSLHKg3jjU2oB3yOc4TGsYgV/aRZ/4RZxqwGAbjtqFHZXMSqSmHB9GX9pjrTXwcwXKTzzEoaXwfAySt59nwI2DQNEFICrnLJ1y8ZwM+imjUii+z5XxCFJr71VTOuWg1Me3iqe9gJN17dzfrR+iu1TPMVTPBaEIdya+WxGm6mM8ZMmfvIAD6+n2BH7Nx7MZzHKRRUUmiSQJMgkRcbJnuXojwui4xN1fKLZVdB1zIECzsExnMPjOAdGsYbLaJsSd9tEs8wtorVZymGWcngnpxHd4KEKniTuEUUdMpkhPK+M71fRNJ3bhDINXTfRdRfPGyCTHSHq+/A8LHTTwikOkj9wkszItMpbAuJ2nd7aHGkUISIfKVJ026V45Fmc0pAitrXrZEYPoJsWSa9De+6KWnS/wJBJovg3cYRMVFp40mmqrKlCSXU77tOt0DSQd/zezBXQDIPezHWS3u1iZZPfczdEGOAvzKhOjhCIMNgqcnT7wYVH4vcl6AXlha+bFobjYWZyxN3WNr7R3UijUJkTis2Cx8YuDWJ6OTTTuu9zN6Hb7jYfoC2pzEPAMFS2kJvRcRwN06LvRN1X6gjlJh6FEARKpny/etqywfN0vKyG1Tff1DS1rTiG0Bd0O5I42lmBo2kwNGpgWRphKKlXU3J5nWxOxYikiaTbEXTagjiCTE7Jh72MDhqEgaDXlbSbYsdTYtlQrhi4noZhbv+MSQFxIqmupQQPOa6wbHA9Hc9Tx2+aoOla/y2SpIk6n2EoCXz50K/zFE/xFAr7LnicowfIfes1NMu8HSC6ViNe3SBZr5M2Wp9P2KcQJDVFSvYvzaA7NkYlj3NgFOfIBM6hMezxQTT78bXze70q7fYio2MvMTT0DJpm0OmuqOwjTcMwLBynSLl8hMHBk7hukY31C/R6j54Ml5s4StSuE7WqSCHIDE/hVkbRTZvWrQvEnQa6YeJWRvE3lmjduoC/sUj55Ct4A2PkJo/SWboJX/CCB1AL/ta1XqoRzx1vodJZ7LwYaKaJlm53K97X+y+l4sBsc0vb2tgDn5702iT+9nGpbjm4A6OIKCS5T9EiooC407gtH9d0DMvBG5ogatYIaw/2x7GyBax88faup+kDO0s7QdOgUDI487zNmecdDh+3GBk3VfGAWpR7baHIvNdjLn8Scf6D4L4qprFJizMv2Lz0FZeJaZNiWRUvfk+wtJBw6eOI937hM3sjpreDosV2NP7h/6bI+JTF9csR//S/afGN73p87VsZJg9a1DYSfvljnzd/2GNpLuG5l11e/5bH86+6oMHNKxHv/jzgh3/W2Qqq3LZ/EyZ/7x8WOPO8Q2VwO1E88CVrKwn/1f+jzsVz+/8Oabra/pnnHc684DB1wKIyZOBmVKHm9yStRsrqUsr1SxEXzodceIjXeYqneIrb2HfBE80v0/nJu6pbYhhopoFm27hnjqG7DqLdpfXDt5D+5zBTTAUyFcgwRnQD0q5P2uwQzq5glvOYgyXcIxM4h8cxh8ro9qORh32/Rq12jUxmENcrMz7xGlHUl55bWUbHXmZg8DSuW0LTdOr1mzQaNwnDxiMfamfhOp3F6wT1VZASuzCIWxmhcOA0vZVZ4k5DLZBOBhFHyo+l18Zfm8fOlbALA3uXN3/OkHcG3sjNPzZZ6sqxW41awSpWEIGPFAKrVMHMF0m43f5N2k2MbJ7soeO0r3xC0lIFh247imCc3ktklzsVB3usF+J2g6Tb2vYzw3HxRqYJamvg797tS0OfqFUjDX3V1TEMpK6TnT5G3GkSNavIdOeCSTNMrHwZuzyEmclv/VwkkeIF7bHg0TRwXI1nX3Z45XWPE2dshkYMimWDTE7r149KepskMD4tKA8aJAlc+iTcseDJ5TVefcPjha+4HD9jMzJm4nqKVC8FFCsG5UGDiWmL0885vPdzn4/eDbh5dfuxajqUygZTB008T2Pj97O88JraZr6oMzCsOj3lAYMP3gr41t/J8OwrLuWKjuNqFEvq79WlhGuXIpr17TdqUSRZW06oDBkkicT1NAolg2JJp1BSNbBt7+/myTDAy+q88R2P5152OXzcYnDYIFdQ+7LZMUtTSRyZTB+WZHI6jbp4WvA8xVM8IvYvS6+3CKMYPeNhDpUxhyoYlQLmQBk9lyFttNCML4jHh5DIpF8A9UJE10cEYV9F9uh7mCQ92u0l1tY+oVw5SjY7Qj4/jhDKaDCTGUKIhDju0mkvUatdo9NZJUkerRiUUtBdukHz1qfEbaVIMr1lZBJROvY8xuYIox82KeVt75e400AkEaaX7Y/ffg0gUpJ2k7hZIzN9CDOXR8YRhpdVx39HhydYXUK33S2VV9JVBYduWgRryyTN2r1J5I+AuF0nbve7NJq+Jan3xg7QnrlI1Nj9uTKJSXodolYdM5PfyuRyB8dV0dNtEdZWSPzuHeMtDd12sIsVclPHcQdGb38egDTwSbrNPXd4LBtOPevwzd/O8tVveQwOG6yvJCzOx7QagrBvDGdaGo6rjPiCnjKW2+klCiWdoyctvvsHWc487+B4GgszMdX1lE5LEMfgZXQqgzoj4yZf+6ZHoajyl9otQXU9vccg2svojE1pvPRVlyiSfPpRiO1onH7O4cgJm1LFoDxgUBnUWZ6PufyJYPqQxdikyfEzDi9+RcnL7y54Oi3Bxx+ErC6nFEs6ubzO4RM2p5617+n47BWlisHZFx1+8w+ynDzrkMlqrCwl3Lwa02mr82kYYNkaXkZX59OXfTO7p3iKp3gU7J/DUypgH5rEGh/CHB3CLOZA10lWqwQzi0RzS8rj5vOCpoGuSMpGOX/btfnIBPbEkMrq2o8x4gOQJD1WV8/Ras2Tz09QLE5jOwV03ULKlDBs0WzO0m4tPB535X6CdrzJDdncj9AnjQIMJ9Pntei3C5o7rpUijvrGkdZeJjL7graZB6xp2zYtpdh15HQ/bKaFa6COQYjtHZjNfyMJVxfp3MhRPPsyuu2QdjuEa8skrQZxo7bVJfLnbyLiiOLZlym9+DUMLwNSjY+qb/2YTrupnMFQBpvybttTqfxx5B5jjqNWjahVQ8QRuuWoUafjkhmZwszkVdfmPgWWTCL8tQXsQgmzLyc33Qz5Q6ewC2Vqn76HvzzTH32p99UdGCF34ASVZ17D9PLbtpf4HaJG9YGqQlBfpVxe59/693O89DWXcsWg2xG89VOft37sc+l8SKspEFJxeyqDBifO2AgJs9dj/O69r3HgsMV3fz/LK6+7mJbGhXMhf/Lft7hwLqS+obg0ugEnzth887cz/N1/kOfsSw5JImk1BW/+oIff237eLRscVydf1PnH/2WTj94NKA/o/B//bwM8+5LL5AGTkXGD/+kftfibP++yOJfw7d/N8Ht/lOP4GZvTzzu8++a9HiadtuT8ByF8oGILvIzGV37Do1DSH6rg0XU4eNTiP/xPihw4bGFasDSf8L1/3eVXbwfM3ohotyS6Drmizui4ycmzNqtLCXM3f12k8BqbVwftDjuRzd/debGSW93czavHkyz67tiv+4285Z17c3/Twofbi80cyf1cnCVCise+Lw+GtnXN3+mUbXaRdz5Pn08Bv38Oz7Fp8t/9Gmm9RbSwgv+rCyTrNWQQqRytrQ7KZwxNwyhm+8qrcZzpEeXTk8tgZFx0z0Gzzce+yG8iDFskSUC7vah8dvpeOUKkJGlAmjyegEGRxsTtOm5lhKhVpbcyC4BbHsYbnkTTdXLjR9AME8N20U3rtiM1itMCfX+Wx/aZ08jYJfLOMDl7EMfMYRkOumaQioTl9iXWO7c9awzNwjKUf1IiAhKxc4Ecri4RN1QWWdpr0525RrixQlSvggZJt4O/OEvcrAOSzuVPCBZmQdfVeCpS0Scyjkj9niLVaxCtr1B/72fKSHDTxE8I4mZ9q1Mi4pjm+fdoX/kEEd1+70QcUnv7J8g0Ie3dX6EFqPiUbgt/bQFvZBrDdkDT0S0bd2icsLFBWN2di5NGEd25K3hD47iV0dvn0HJwB8YYevlbpKGPiEJkmqCbFrrjYrpZDC93jyIralbprcztKVaiMmjwzIsOh0/YFEsGS/MJ//yftPj0VyFL8wndttgKUAx9ycZqSq8TIKXiuMR3rdGOp3H4hMVXfsPDzei893OfH/1ll08+COl0bhOHRQqzN2N+/jc+uga/+Yc5Dh+3+cZ3M5x7NyAM7+3ydFqCt3/qs7yQEIUq3fr6pYixCZORcZPFuYRrFyOW5hPSRHLjcszaSsqZFzQGhgxs98nL9CcOmJx+3uHAEQvH0fjg7YC/+pcdLp4LqVdvk5+FgG5bMD8TU1tPiSJJ4H+x1ZQPhoZjZMhYZXJ2BdfMYxtZLN3F0MwtsYeUKUKmJCIkEgFR6hMkLfykSS9ukogAIR/n+qKRsYpkzBIZq4RjZvv75WBoVn+/VEEhZEIsAsKkR5h26UQb9OL6Y/O/MTSbI+WvkLcHMR6g+r0TcRow1zpHK1wj/kzMBzVM3SJnDZJzBslZA1iGi6mra76QKamICNMuvbhBK1yjFze29k32//s8sP+RVrVJeG1W8SbCCD3jYY0PK8m4H5I2WkQLq/AYxwK7QXNsVeQMlTCHSlgjZazhCuZoBWuwhFHIbgsf3YQUQjkx11oka3XCW0uPvC9CxAgRE8dP1vwpDXq0567glIaonHyV7MhBJBKnMIBVKNNZuI6VL1PMFjBshzToYroZvMFx0sDHG5zA9LIkfueRJekaOpbhUs5MUXRHyTlDeGYB03AxdRtN00jSiIa/uO15nlVkMHcY28jQ9Jdo+Is7XjRE6CPuyJ1KkzZp93Y+WhpFpJ3b/JgkbpK0HyDXlEp5Fe2iyrr9OEnc2MGrSAii6tr9n3sX4naD3uJNnMoIhu0oB+XQBzS0B7gmyzQmqK4SrC/hDoxhF5XaS9MNDMdTtgRSglTdLs0wtkZn27YjBHGnQVhbJWpu7ClYtzyo88wLDpVBHb8nuHE14p2f+awtp1ujrDtOC2Eg7/n5nRgeNZg8YDE0aiIFXLkQce69kEb93n3pdSSzN2J+rsMLX/U4ftrmwBGLyYOWUla1tj8nDJQLcquhrP3jCDZWVQREeUCyNK/GZoGvOijVjZRuR6AbGrm8jmk++YJn8oDF0ZMWmazGxmrK5Y9DPnw7oL6R3vN2pAn4icTvfrmdnA3NwjVz5J0RclaFjFXqFzsepu6obCjNQNN0ZQCKRMqUVCSkMiQWEXHqE6ZdwqSLn7ToxXW6UY0w7SLZ7zVMw9RsPKvQ35cCnpnHNfM4RnZr4TZ0Gx0DXdPV8iwFEkEiImIREqcBQdKiFzfoRFWa4Qph2kXIhwsZBtA1nbw9SNmbxNT3bj0RJl1Wu1fRtYcbs+4HtpEha1UoumPb3k9Tt7cKxO3FYYeiM0YnWqcVrtIM1xBS+dYJmd7R0fpssO+CJ7wxR7y6gTUxgj05gn1wAnOoggaknS7RzCLxWhXpP4Evqqah2Sa6a6O5DtZAAXtiCOf4FO6RCczB0rasrTsh0xQZJQg/RHQDko0Gwa1lgqtzStb+JUHSa9O88TEDZ98gO3aY3MRRNtuDYXOD2qX3yIxM45SHMWyH7vIMuuWQGz8KEnJTxzEcj6C2+shcFdvIUPTGmCo9T8EdxdIdRP8OTdN0DM1C6vIerpBr5RnKHqHojrFqZonSHqHf4/Nqcz5pxJ0m3cWb5A6dVmpCv0vUWCeqr+8qh9+ClKRBl97KLHZxADObQ9PNbYRzTdNAM3YtnqQQiDikt3QLf21h2yj0fiiWDY6dsnFdXfFMrsSsLCT3dG72irFJk+ExA12DVkewNJewvLD7AtFpC65ejKhtpKSpJFfQOXjUYmUxuafgSRJJo5ay2YyTEnpdSRRK4lh1n8J+B0VKiEJFstY1RTz+LPj7oxMmkweU+ej8TMLMjZjqr3E0haHZZO0yA+4Uw7nj/U7Azk70W88B0Iz+gp+55/e9uEnVn2WpfZFYhKRyf/QJQzMpOMNUvCnK7gQFdxRDs9Dvw2fU+vsEYOoOLrfHxHEa0ImqLHUuUffn6SWNR+pAqetngpDGHeOiL4ZJqKW7FJ1RhjJHGMkexTLcHYss9TML2/DIWmUq3hS9uE7NXwB0OvEGEkkq4v77/AUueJQKKkJ0eiT1llJrSTAHipiVEgiJZppIHs8I505oro09Noh7chrv1AEVKFrK9Q3pDLYib3dA2vGJF9fpXZwhuDxHvLSO6IV9/6Avz0UnjUJ6a/MkH/4QtzKKUxpGN02iZhW/ukxQW6U9d0lFGOgGIompnHqF4pHnKB59FoDWzCXaty48kgePrhkUvTGODL5Oxipj6BaJjOlFdcKko4ohd2zH54ZJl1awQs4ZxLOK5JwhGv7ir2m5o9RWQXWZ9swlRBQSrC/iry8i4njPQaLdxZtouoE7OIZVqKjR2B4h4oiwsUH90of0lmf3/LxMRmN4zMC0ob6RsjQfP0pMHpVBg0LJIElV96Xb2dn/ZhNSKrVSbUMRmk0LRsdNvOy9F0ghuIfcmyYqxVv2f5emd/NDUJQz/bMxni6UdMoDBlLC8oIaV/06o+iOMpo9zljuJIZuovHoHQjXzOOaBdUV2udzNXRcM8/RytfI2YP9QufR9snUHQrOCFmrzKzxESudK3Tjh3OxlwiCtI2ftHCMLKZuo2uP57w9KjR0hjNHGM2doOxNYmgm+ylUXLPIcNalYA9zo/EOumaQiAhDtz7DcudhODwnDpJ54TQyilXhE0YkN+cILkaQpohegAweU7Gja5jlAtbYAPbkENbYIObQHU7KWVe5J+8AEcWkzS7R4jrR/Brx8gbxeoO01iJpdB455BRQcnS3TK+3ThR1EfdJqzUMB8cpYhgWYdgmilq7Pvb+UETeTblyUFtF0zTSKCANesgk2spy2eQRtWYuEbUbOMUB0tAnrK0R1Nf2xOPYDXlniLI3ScYqI2RMtT1DrTeLn7RIRcRA5uCuBY+6K9pAyATHyOFZRe4mLP56QZIGPq1r5xFpQup399xl2YSIQvzVedbe/xsKR86SGZ3G7psZ7vaaAGGjSm/5Fu2bFwk2FvvZXHuDaSqlkK5rhIFUXjiP8BY5joZtgxQS3xd7Uh5JqcZVUSTxsjpeTsOydmJIquJoq5CRt1kCqnD6/GPkHEfD6Qvmel1JcJ/x35cZumbgmgWGMocYzBzs8/UUZH/cESQdwrRDlG5ycpTVhK4ZWLqDZXjYhodtZLYVJUImREmXblTtJ4fvHRJJImJ6SQvPKmIbtyNepJQImRKlXaK0R9znFqp90zA0A9Nw8cwijpHZ4thomqZGX4bHcOYIQiTMtpoP1eVJRcJS+yIbvZmt8ZCuGeiagaGZ6JpJ2Zuk5I73R4GfTalgGxmKzijDuWMUnJFt4zYpJRKBn7QIkw5R2kPIFL3fpbONDK5ZxNRtLN1Bt8uM504hkJ9lY2cL+y54NF0HQ0dGMUmjTdpokdabpPXWFllZxg8/x9RcGyOXweg7IVujqtix+87JetbbUWUlpVT5Xm2ftNEhqTWJV2qEc6tEsyskG01E7/F6A2WzI5TLx1hf/4Q0je9b8JiWRy4/hudVaDZmH6HgUZBpoiILhNwiJBtuBsO9tw2sIieqGG4GEQaINHlk/k7OGeq3gw3q/jyrnStsdG4SC3WOXbOw63NTEREkbYRMMQ0Hx7h3n3/dIEVKsLH8KFsg7jZp3biATFOSTgN3cBzDy6KbtiKma7oaX6UxIgpJgy7++hK9pZt05q+rbtJ+Vv1+CsVm5uxjLRj2I3CRW7uz6zWyL+LbdR8f+/4/BDY9i9jcl1/PegdDsyi7E5TccTJWaevncRoSJC060QbduE6QtImFTypTpBSqeNBMLN3tFztZXDOHrXv9AihDlHbpxjXC9GHc6iWJCKn582TMAraeIRYBUdrb+n+zEItT/46CBwxdCS0yZomsPUDOHsA1cqpD0S88cvYgZa/Dun8LP26Syv3NfiWCZnivgEEVPSaGZmHoFnl7CNPYO8fnUaChkzGLjOaOU3JGcczs1u9SkRCmHTrRBu2oih83iUQPIRN0DEzdUZwfu0LOquBZJRwjS9mb7BdF++sSPQ7su+AJLlwnuLBzSrRRzKPnMsQr6/tzW9Z1VcQYOtZoBffIJN6ZQ7jHp9XIaheDQCml6tIIgUgSkrUG4fUFep/cJLyxQLzeeOQuzv3gZYaoDByj1V6g51fhPp9v03DIZIYYGDhJkoQ0Gjcf/oU1DcP2sHJF7EIFw/HuS37tLs8Q1lfvMcB7FGTsMhm7TCpTVttXqPXmtoqdB0HIlDgNkFJiaBamvvfxzBbM/gKfpmD0iW+bi4lI1efv7hXOMNCMO+YXUirl1p0jTV1Hs0xVtG8ySfvPk0LCpkzd0FU1kIo9EYAfC6REJhGt6x/Tnb+GXayQGTuIlStjuB66aZH287eiRlWNPtvNfXV17kSaqu6KEBLL0bbMAR8WYSiJI7XoO+7eiMIaYLtgWRpCgN+T3O0U8GVBHKuYDDRwXRUn8esIU7cZyhwiYyqH7015sp80WO1eY775MbHw96TUMXVHkWSdUcreJH7cpBXtTzRwJ4RMqPmzlJwRXDNPK1yn5s/RCJf21DXS0MjZg4znzzCSPYanFbYKHkM38cwiA94BVtIrpLuYgu5/n/vKNUJiETwEUfvhYekueWeY0dwJ9P5obfP9DNMuG71bzDZ/hZ+0dyVsG5rNUOYgY7mTDGYOYene58ZLejSr4btgHxzHOXKA1l+/ubduigZG1sOaHMI9PIFzZAJzqIRRzGJkXDTPBXP3hVx0fOLVGsGNRcIbi8QrVdJmF9ENEH74RIud/UJKgRQJhmFj6A9/2nXLxs5XqJx+DW94CtPJqEUadiUirLz3/T0lq+8Hlu5i6Q6pTOhFDaJ073JIIdN+gKpE1w0VvNovVvaK3OsvY46N4J+7gHP8ENbYMHo2g/QDgis3CK/eIl7o3y1pGnoui3f2BPbhacyBMpphkKxXCS5dJ7hyA9HpgZQ4xw6S/87rtH/0S6I5FVjqPXcS58gB4pV12t9/EwD3zHHsA5NE12eI5pcRnSerzrsbaRQS1teJu+0+X0v5Lsm+WkskMSIO98wR2gl+T7C2mjAwZFAe0BmdMB+J61JdT2nWU0xTZWBl8zqafv9mo2Eqf59cQafVEKwuJ/R28Pf5MqDVFDRqKUOjBiMTJuWHNC/8okPXDDJWGVO/PcoSMqERLLHUvtRftPf2ZU9FRCeqEiRtqv7slmT9YSERhEmPudZ5VjpXCdPeljVGuocxlETSixvMt85jajYDmQNkrNvRLZbhUnCG2ejdIvw1oGgV3TEq7lS/2Nn88qvR4HLnMqudK/1iZ/eDTWVM1Z8nFiFoOiVnbFun6LPEA1dezXVU/tReNjZUwRwdUP7pe4BmmeTeeBb36CTWaAVzZAAj4ygi9A6QSUra7pGsN4jXasSrdeLVGvFKjXi1RtruwefhAbQHaJqOYTz63NX0chSPnMUdHAch6C7fQiThfaMC7kxQf1zYlJJKIUhljNzvzHqry8KeL353whgo4548ouJMgoC02iBttDCKeZwjB9FMk3itCnGCUSnhHJ7GPXUUmSTEK2sgJXomg3P0IJrn0nv/PDII0WwbY6CMUSmhr1fRDAP7wCTmyCDCD9CzHsIPMQcr2FNjhNdufT6zEikQcYSIn5zJZ6shuHUl5vBRm6Fhk8MnVAyC8obZ//aWFxJWl1PSFLI5jbEpk9Fxc1elVi6vc+CwRWXQwLSg1xXM3YjpNL+cBc/acsrSfMLxMzZTB02mD5kUyzrtpvjMmoRPHptjKWcb9yaVCWGqZOX7ubORSFIZkabRYysgJCndqEZP0x6OayNjenGDWjCPa+W3FTyGbpO1Kn1S75cbGkomn3eGtyltExHRCJaoBwt04toepPiSWPi0ozVWOpexdcXP+jyc/h/4rlijg5jDA3tq21vjw+ieu2fJg2aZ5N94DvfY5L3P2UyxTlJlauiHpK0u8XKV4MYiwbV54uUqovNZGC0p6LrV/1+9UaZho2k6pulgW1mk2PmN1zQd16vguhWEUB4TDwvTy1M4fJak26a9cI3mzU9Iw55y/t0F4jG1Vu+EIh8KNomGGvqeW626bmIZLhoaqYxJxf7DLAH0rIdzdJr2D39BcOUmMgyxDx8g9/VXcU4cpvfBx6TtLtbYMN6zJ9FzGXrvf0xw9SYyTnBPHcU7e5LMi88QXb9FslFHhiFprYHuueiehxQCo1xQsSQ9H6NURCY1dNdBc2zSWlMZHP4aol5NuXAu5OXX3b6HjM0Lr7lc/iRidTkh6N1OMdc0dZ/juBqmpbp17bbYZhC4tpwyPxOzvpowPGZy7JTN2ZccOm1Bryu4sxnlehqTB02+9i2PgSGDoCdZmk+Yu5XQaX85q4PF2ZibV2K++k3J8KhyUX7mBYerFyPaTUEY3k6X1/V+XIejYZgQR5LuDgGqXzRoaGohu9sHSvZJyegIPv+bUsn9FYJ72UIrXKHkjgGHtn5qaCaOmUP7DDxxniQ0NCzdJWOV8O7gY0opiUXIWu8m3Wgvxc5txGnAeu8WA94BcvbANjL7Z4UHFjyZV86S/erzStX0AOg5j7TR3l8X4wEPTestwpvL+J/eIrg+T7zeUAqxJP3MR1aeN0AmM4RtK5JtNjuCYVjk8xMYhk0S76y8Ma0MudwYpdJher11kkcwJ9RMEztfpnXzU9rzV4na9UcmID8MEhGQ9mWFjpnHNGrEexxrWbpLxq6g6yZxqsypHgai0yW8NkN4fZZkrQpSEnxyGff0UayRIcxKGRnFWKNDWFNjdH76DuH1GdJaAyT4H13AKBXIvHQW+8gBRJQo4nu1ju71R6p+gO44xOtVRBBhDFUQfqC6nlKSttuPRNL/IqO6lnLu/ZBv3owpDxhMTJv8L//3ZX74513e/lmPaxcj/K5ESLAcyBcMDhy2GBg2EALe/Zm/rTiJQsmNyxE//2GP3/mjHC9+xcF2oNcRXDgf0qiqRUjTYfqQxRvf9vh3/kGOfNHg4schb/3Up9VIPwtP0yeCuVsJF86HLC8mjI6bvPCaR2XA5Ht/2uH8ewELswmBL9F0cDNqlHfwiEWuoLO+kvLh259DIPM+IRGkIkHIBIncimuwDQ/XyOOYOYKk9bk57T5O+EmbMN1+zdfQMXXrc+lePE7omknOUa7526X7klgE1P35fRPHZZ803o1r+Enzi1nwyCRRCelvfvDAjbmnjmAOV/acxLyFOwqktBeQbDSJ5teI5leJV2skG02Sepu01VU5XZ/Td8U0XbLZYQqFSUwrg+sWMQyHUukgudzYrjJvrc9TSRKf6sYlOp3dowQeCCmRSdLPc0o/l2IHlAFYL25QdMcYzh0hSQOqvVke9OZo6GTsMsPZI5i6QztcoxNVH/i8nSDDmGStigiCrQ6kjOKtAkRzHfRsRin7+pydO+0IlJ9UF+EHmJVyfzwWklTrGMUCRilPKiUiCLc6OdbQAKLTQ0pJ2uzsj5z/JUOaQqOW8hf/rEPgS1553WVw2OA3fivDqWdtmnXlXKxpGpYFtqORK+iEgeTmtZhz7wZ02tu3OT+T8NPv9ygPGJx9yeHEGYd/8B/rrK0ktJuCJAY3AwNDJhNTJvmiwY0rEW/92Oe9N/2t+IUnjcERVeCNjpvYjiIYZ7Iah0/YjE2aWJZGqaLzm3+Q48QZhyhShOQ4kqyvplw8FxJFcltjPI4kN69E/PE/avE7fzfHkRMWB49a/MHfy/G1b3p0WqrLY5hKeu96Koy1Vk15/xc+H779mRz6I0PIhE5Uw9QdHCO7dQNc8sY5IF9gtXuNTlTds8jhi4pNMvE2x2ANNKn3jQy/vFYbumaQMUtYurOtgRGJAD9uEAn/oQ0We3ETP2lRcEYe1+7uGQ8seJK1GsIP8D+88MCNaZaF7tj7Uq1IIUnbPdJWl6TeJllvEi9vKDn5/Cpps4OMvhh30EniEwR1TNPFdvKYpoNpeqRpRJIEu8rSpRAkiY8f1KnVrhME9YfeBxGHBLUVDDeDnS8TNTceyU/nYdEJ12mHaxTdUUreBEkaomkaftwiSYM7vBrUTN/UVdxExi4xmD1E0Rvvb6dKO1h9uHDRNEV0d+BtbRbcpqE6MX1OmPCDe8JAZZwg4wTNdcA0kN0eSbWBNTqEWS4ho5i02Sat1pGAOTlG2uqAEKSNvaeOf1kRBpJz74WYpkbQkxw5aVMZ1Dn5jI3raerwNfV3mki6HcHcTRUcKnbowLabgqsXIn78Vz3aLcGpZx0mpk0OH7eUtDwF01LFQaclOfdewPtvBbz/C5+F2c/uOjAybvLiV1yeecHBcTVsW8N2NYolg2JZxzAVx+jVr7ucfs4mipRXUBxKrl6IuHU1IknlPZfCjfWUX/yoh+NqbKypXK3KoMHUQQvLBinVoimE2la3I6nX7o3y+CIjlRF1f6EvKc9sLZgZq4SRPYquGTTDVXpxnaDv3bJfCfcXA/3ICSm37tlvB6OqAmjfN/9fEOiagWcV7lHQJmmAn7QeyU06TDuEyWcr8tjEAwueaG5pz6Rl2fNJas378km2P0EiOj7R7Ar+lVn8T28Rzq8hWp/PyXgQut1Vul2ldrKsLFNTrzMy8jwb6xdptRcIw/YOz5KkSUSS+ERRh0et+JOgR3vhKtmxQ8g0JayvkUZ+/5zvvG2RJo9dOt0KVvGsAsO5o7hmgbHiaQruCOvdW3SjKq6l5r4aGraZIe8OkbHKDOeOUXRHsU2PXtykFazQDh5SQSYlIknuf1GRt83yNN24lyum9a3b+0Ytmx0ezXUxB8uIbo90o0a8XsUoFjAHK6T1FqSCtN380l7Q9gopVcTDmz/sceF8yAuvuZx90eHwcYuRMRM3o5Gmysm40xbM34q5/EnEx+8H9Lo7n5teV/KzH/S4cTXimRcdvvINj+nDFuWKjmVrNGqKr3P5k5D3fh5w7WJ0T5SE2jmlJGs3Bd32duKvZJP3Imi3BGFw1+8lBL6g3RC024Ik3r6vpYqKsTj9nMPdjg9xrOIqQLknF0rbxxdJorpdevfeO/wkhnpV8K//uM2590Kef9Xl2Rddpg86VIZMXFcnihRBu15NmL0Vce59n4vnd1ImaVt5T5vcAMVNEbvyZDT0Pudu09VIBTkKmT42uXMiItZ7N8k7Q+SsAfT+MmNoJhmrxHTxBYKkTStcY6N3i3qwSJC0SWWylVn1eUBDnUdNu52cvlXC3P5jG34dyMk7QdMMXDN/T4hpIkLCpPtI17049T+37t6DOzyrVRU4sweE1+eIFlb27LQsgpjaP/uRcknt9BC9ABF+OSr9JPEJwzZB2CAIG/R6G4RBY8fHSqnuBB5He1Pr/2e6GYpHzpIdPUjUrquiJ9n53DVvfkpvde+RAnuBkCkNf5kbG28zXX6BjF0m7wzjWgVSkWx1eAzdZCx/isHsIaXeMFx0dPy4xVz9Q2r+POJJXeCkJO36W/wzo1JE36iRbn4+NQ3d89CzHmmjhQwj1dFptNBME72QR896JNUGotFGz2bQPBe9mFNmm43Wr32HZxNCKBLzez/3+fRXIa6nxjybGVQiVU7HYSjxu6rQiML7n5u15ZR3fupz4aNQkZ1NDU1TrxWFUhUzLUHQ23k7YSj57/+LJv/8H7eJI8nKYqJ8blCFxfu/DLh2KcZxNBr1lGY/pFT2C6U//eM2P/9hjzSFxbnt3aOPPwiZuxnzJ/9da9/eQ722isO4n19QmsDCbEyrpnHpnQxjhTEq3jCelUFKjTiJ6IQdVtsrLFQXqN51E/j/Z++/niTJ0ixP7HeVq3Hi3D04yUhaNKu7qnt6tndndmdnAOwLdldkZQV/AJ4geMUL8AdABBC8AE9YwWKBFQFedrCse2d6SHd1dXWxzKwkwYmHc3fjZsrvvXhQdY/wCI9wGiSz4oSkRIa7mamamprqud93vnMMTFyzxJR3gYY9h29W0WhCOaSfbLIV3SNVyT7yYBsuFavNjHeJktXAEk7efso6bEePGKSbx3YvPghKS8JsyOb4NgLBfOUGzx5ExyzR9BaoOG0W5IdMki7DZItBtM4k7b72G6Jt+Pj2bohoJQ83FS6mYecRFIa5N5zx5G8D16q+ltDO141d0bLxDEXIdFpYkJz8upephEy9mUGPwzU8ySEE5KkVswojCMOjHwuliJc38yvQW+SZcxRorYjiPuPRGkk8Ikujwlvm1UJYNk69jS5WaFa5hjAtVJa8sLU1WX/wCvZEE2djOsEDDGHQKC1SdWcp2XWMwhSw2GM8u4qrK7kFeTpgFG/TD1foTB4SpWdnhnggsgy50yXb3MG9fhkVhLkGSirshVnsuWl0Jkker+VePEoVovgs1/9UysT3llFBmLfOlMKsVZGd3reI8Ih9YaO76erHRZZCv6vod8+GoCZxHu550tfTClYeHnyD1hoGPbVHcp6FkrC5JtlcO/g7MxrklaNXiTgUjBOPVnSVra0Sm8Rkaogh8pup0opRZjCINfFTMRwGJiWrzkLpPXyzisBgkvWLm5TLlHsOU1hsRw8J5AAAS9i0nCWm3HO4ZjlP/dYhQhhUrTaGl0cBbEVnc61QOmMQb+wJVevuAiW7vidUNUQex2AZHp5Vw7OqlJ0mdXeOIO0TZD2CtM8k6ZKp+MxFzoYwccwyVaeNb9VzomOVsQ1vr/2exzmYCJFX0fI2lbE3ifa2hXueJQTiwFBVpSVSJ6f6PKTOTpUqfxocP1rCtvMMq3o198t5uvojVd4S2Ng5upjzWyz6jMIOfWEQRYOXxkqcKYo2TrS9duSnyOTVrJaUzgjTAWvDL5kkXVrlATV3Dtv0iiyY3TK7LswGY4bxJt3gMd1guWD5r5gwaE26vkV0+wHeh9dwr17EcF10luFcPp87g69skK5s5KQGcufuIMCsVzGrZeRgiEoSdJrmo+n1KiDIviWExypVcFtze/9WSUS4s3ombU5hWpheuXB6dgCNlhkyiciCcaGZ0nuPtUoVLK9CMu6j4vA5ki4ME7vayEl8EpOO+/kvDAPDcrBKVQzbyduTWqPSmCwqssme/iyEwKk2QQhUsQ+mm7tRIwRaSmQ0IYuCF1ZGXzVMYeGbNWa9KwzSLbbjhwySzSJPqjD2VBnZM9cWx/Bp2LPM+9cZJlt0khX6ySaGMGg5i7TcRRZLNwjlkEhO0ChKZp0p9zxNd56daJluskosA2zDY96/Ss2ZxjRsevE6mT4bghHLCd1wmSDtMVse0/AWKNstbNMrgjHNvfaRZ1XwrAoNb4FURUzSXu71Eq4SpD3ibEKiTldZyLE7bl2n5s7Q9i9QdWbwrMpz7Zun8aSFo5/80brY/+9ehYci5uPZabPcjmQ3++xkeGJp8vpxbMJjthv4H1+j8mc/xmzU8pTyAiqIiO8t0/0v/zlq9HbqcM4Sk8k2QZBPGOnX9AHGg202fvHfHavMrk7htnsUZCqhGyzTD1eLMm8N1yoVgrfcayeRAWE6QOkMpdXxjQpPgXRjCxUnCMfGu3GZ8s9+lE9tbe0QfnGT8Hdf5WRn96KmNLI3xJ6dxiiXctfuTKKiBNntY8/PgGmghuO3fwhDGJQWL7P0j/6TvR+FWyss/7f/BTI+pYeVYWBXGtQuf0j14vt4zZlcOzPsMVm/T+/rX5EMu3tuz1apSvODn9C49n22fvU/MVm9Rzoe7HtJy68w/YN/B7vaINx8zObf/yUApuPjTS/QvPFj/OkFTK+MlpJw6zHDe18wenhzH7E3LJv29/4UYVgkw9yyoLJ0Fbc1izAt0nGf4f2vGD74iri39UaIqyksXNPHECaTrEsvXiOUuxXPJ1/wZzUtFbtNyz2H1prN6D6b0f29FXMiQ6ROuVb9Y6rWFBOrRywDprzzlKwGk3TAg/FvSVWMRmEIi0zFXKh8j4rVpmpPMUp3SPXZLJKkzpikfR4OfkNpcpeGN89MOQ+h9KzKgc+xhEvNmaVqTzFfvkEvWmVzcpetyZ1Ti5tNYdHyz7FQfZ+Wt1SkdT/RQL0MGolUxWQWGUrJfBLN+u5lAQoEprGr9XoCjTqVYBlAF9lpbwLHJjz2wjTulfNM/vYznCvnEJZJ+PktnIuLCNsi29zZCxH97kO/1ht3vkmNyt4+ozuNQmqF1KDSPnE22jPf2v2SSJVyVgwh+PvPiL66Q7a9k7dSn8LkF78l/Pwbso1tVBTnAuPBiOA3vye+97AwxzTQYUTW7ee+PE9VO7TMCH73FfG9RyAVOs41P9lOl/HPf0341e3c9+dbYI8rTBPTcTHdJ8nQhu0e2Rz0xa9rYVebTH3vH2BXG2ThmO7agz0SVJo5j2Ha9O98RrD+EIAsnCCDMWiFP3ueuL+zn/AYJqZfxp85RzruEw87+Y9dn+rFG9SvfIIwTCZrD5BRgDAt/Kl5apc/wvTKdL/+FXrvuyEwLAevPYfXnkPGAcmgQ7i9gjAsvJklKueuYXo+27/+q5wsvWbSk+mEUI6I1YSms4AhTLrxGqOsU4QwHnxtcY0SvlkhkH0iOdlHAmIVEMp8eMI1yzhGiURGlK0WAIHsk+p4T9QsdcZE9klVRNVqU7Ya+WPO9LKm82pwNiALE8Zpj5JVo+y0qDozVJ0pnGcSyAUCjcA2TRreAq5ZouHOsTG5zTDZys1KjwnfqtH0crJTdab3oi+EEIWjc0aY9gnSAVE2KlLTY6RKCkG13KvsFFJv5srXWap9fJYH6y2Bzhemz12vxak9hvSbiEkvcPwKT7WM2agS/vd3EY6FcByCX35OuraFc2kxH0t/VRAC4VgYnoOwLLCMXJug2QuB1GmGCuM8VPItWn3njsw+tdo5oqi3N+31SrdpmNjlOlkc5MnqrwlSp698zHQvJ+ug3y0f0O5LU7L1LbL1IwQPKn3gY3UQki6HB7/+WwphWgjz7CdJrFKV8vxFyouXiXtbjB/dIth8jDAMvKkFqhfeo7x4hXiwQ9zdyt3As4Rk1CUZdPHb80wqdcItsUc0LNfHqU9hlatM1h8QdTZACLzWLOX5S7jNafq3PyPYeEg6GWJYDlpKSnPnqV64wfjxHZJhD/2Us7jl51WEcOsxk9V7JMMewjCRaUztwg3Kcxfpl+tF/tjrXUhInRHKEZvhfar2FBWrjWP4VLM2gRwQZAMmWb8QEj+5mFmGg2uWSVRI213EM59USgSCstVACGOvLSaEyO38DQ/frDLvX983ZSOEoGTWMYSJa5afE6qe5fuV2YgoGzESW/hxjZGzQ9WZwrcbeFYuGs7Jj7Wv3eWYPr7dQAsQE4NeuHKsaS5T5Cnjc5XrNLz5fePWmYoJ0gHjZIdx0iHI+sTZmKSYJpIqfeEUW9WZOpNj87ZBo1Hq+QnYXbH2aVKEdzVqbwInOLPzC5QajVFJimFbqCgmvv0Qe24K5/olhGWeHdcwDYRlIiwTw3Uw62WsqQZGycXw3D2PFR0l6ChGjkPS7R5qEqGTDJ3JXEfwhkXRhungl6a4dPkfs7X1+9dCeAzboXLuGsHWY6KdV3mTFvuFfMesHuQ93bfDa+m7BmGaud7ljOHUWlQv3EAIwXjlLr1bv9mreGWTISqJKP/ZJbzWHE69TbiVO9Km4z7h1grND36CU2lgmPYe0bArdUrTiwgEyWCHuLcNQlBevIzbmCYZ9uh+/UuySaGdEgKVxFh+mcq5a3hTC7l2aLKfbKfBiM4XPycdD3LNkDCQSYRTa1Gev4hda5OF4zdSOY3kmIfj39Fyl5jyztN2F5lyzxOpCb14jdXgGwI53LeAMMjJjGuWKVvNA/U2uyQpb9fs6oWqlMwaLXfphfsihHHa4t+RIHXKOO0wTjtsTG7hW3Vq7ixT/kXq3hy+Xct1gIWfjSFMPKvCQuUGBgbjZIdUHj053LXKNLx5pkuX2Bvh1xrQTNI+G+PbrI2+Jik0T3/o0DqfyNLP2BvkZOV0hNgQ5hubbDv2nuep3xrhOvnF1LYxm3V0mAcvCts6dbl8D6aBsziNd20J79o5rJkmZrWUV5aMIq/FKFK2tc4nbKRCJRmyNyJd28lzt24vk3WHb1QgbQgD08zHG1+Pql9gemVaNz5FS/lKCY9t+pTsBiWngV1oEp74fByOKB2wPrrJW1WS+47AeEUVHtMr4dSnSIZ9ssloX3tPxuGedsf0yljlJ1k86XhAsLVM8/1PcepTuM1pwu1VAOxKA29qnri/RTrqo2WKEAZufQqEQdzbzgXGu6tOrUnHfbJokoe81lpE26s8TZ2zKCAZdpFPC6S1RkZBHrwqDEzPQxwx8PhVQCLpJeuMsw6rwU3q9gwtNxcf24bH48mX9NMnFU2FIlEBkZzQjVf2JrGeRSQne5ogqTMmWZ9x1qUTL7+AJKVEcvJcXMLrQJyN6ap8qMG3azS8BWZKV6g4U1jiSdfAMlyqzjTTpStsTe6SqqPp0OrOHBVnmme1UamMWRl+wU7w4NhkZzdA+bsJhVTJc+Ji07BxDP85bc9xYBr2SwXirxLHvhLK7oDk4QqYBtlOD6fkUf+nf4ZOstyzZKvLacNujJKLNdPCf+887sU57IUprOkmZtVHOPZLCYMujObUbBN7vo1zfgb/+jmiB2vEd1dJNzpvRGMkhIFpOHsrrle+PcPAtF3sSgPDcQ9/wgngmGVqhdNyyWngmKU8R4YnI+lHwSBaZ2N06zuRr/O2QZhW3v49YxiWjV2uYdgOjes/oDR77qmNCkzXx/TLmI6L9ZR+SCUxybBLMupilap47XnC7VWEZWNXm9jVJuPl26STwsXaEJhuKZ/cMgxmfvyP9kTQu9sqzV9EGCaWX0FY+y+kKkuQ0bPTYLqIZSmmbA4ypHyt0GQ6JpMxoRwXHjQaU1jU7Rm2zBI8VbRKVUQkx4BgnPXoJ2sHfnN2Yw9MYRHJEYYwkSqlG68daEy4O035JqqtColSklRFJDIgkQFRNmKu/N4+gbMhTDy7SstfohsuH5nwlJwmvlXfd+9IZUQ/WmMYbxFlo2Nff/Kx7e+m8aDSiliOn9NKWeKpuJATXq7z0f9Xc086DMf+tLLNDpHS6CQlXdnEcB3KP/shCEjXt4luPThVmKJRK+Gem8X/6DKVP/oQa6aBcUSnZ2Avz8QseZglD2e+jbpxAffBPJNGheCLe6SbXdTkaJoWy/Kx7RIgSJIRUj4xVbTtErZz8KTBs3DsCr6fB2YeFVapmusUlCQLRmglcx+eSoPDyIQwLdzG9CtpZwCYhkPVm2Gx/iGt0kUc0y8EfbJwSz36tyHORvkN5x3fOXMI08R4BRUeEAjTxPLL+DOLuI3ntQzpsEc67u9rFWklkVFAuL2K25zBbc+BMLDLNZxqA8N2CbYek06e8mcSBqbjYpitnLwfIBaPupu5TuhZLyopc03PS86tN+WjYmAW49nWHjnRKDIVE8kxsQyoWO3nFkmhHDFKu7TdRRzDxxA2qYrJ36TAFCamcEh0gEIhUAzSbRzDxzVLOIZPrCZ7JoNCGHuOwZk6ncfKWUDqNNfSpP3cS1rY+ya6HMOnWozRHxWuWcF5ZpoqUzH9aJVEBid6z47pY4s3c+N+1dCFeWSm9xMe28x9k04ziu+YZRzzzUy2HZ/w7PTIOn3QCokg2+4SfnkHYdvoKEKOJqdqHfkfXKL6J59Q/uF1MI0zWXkJ28K9eg57fgrn/ByDv/oN0VcPjjSVUa0uMj3zIQKDjY3fMhg8cSyuNy4xN/u9I+2DYTrYdhnbOfoHXT1/A681h4wCut/8kiwc49RazHz/zw89LsIwsbwShvtqEmkrTovp8mVmq+8VF2SNVClJNiKVEfIY02uTpPet8LP5NkIYFuIYJPuo0Eoho5B4sM3o0S3CzeUDHyeTCBntt6hQWUKw/hCvNYvXnMV0XLypRexKAxkHhNsrZMFuErNGy5R40CHcXmV49wtU+ryTu1YKGU+eet7Tvzztu3018MwyNXuGstUgkmNCNSZTCY7h0nKXqDnThHJAqve/33HaxRYuM95F5v1reGaFbryK1CmmYeObVWr2DOvhHQbpJkpn7ETLVKwmM95FLld/RCd+zCTroVA4hk/FaqNRrARfF6TnzetYlJZsTe5RcaZol87v/dwQViGuPvpNNzcS3E+QpM4IsuEJBywEZbuBa5VP8Ny3HwpJkA6ec0R2TJ+y08QybDIVnYgo7orT3wSOfyUsMoeKf+yFKwrDKCalTvZFMSo+/vsXqP70I7zr53It0AFQaYYOY1QYo9Ks2J5AWAbCdTB8F8N39jnLCiHAFBhlD/+Di6goxjANgs/vHrpftlOmUpkHBNYzKwTPrVOrX9g7Foe8QwzDQoijr0pM18cu1/YJTy23RHnxCjKaINP4xURBCEzHe2U95qo7S82bRSAI0wHd4BHdYJlEBih1vFyeXU+Qdzh7GKb5SvQpMg6I+9sYjotKE6IXedlolU9MPv2jLCPYXqEafIBTa+PPnqM8fwFhWoRbK6gk3nOC1hriQQfTK2HaLsmwQ/asyeDepuT+dtdbDkWeG1WyGtSduVygS2HjgGKYbLMTP2Kcdvc9L9MJw2ybu6NfUbdnqFgtavbMk+dqWZAkBcUIdaICNqJ7xCqgZk8z7V1ilivFfkgynTJKd84sAueskKkYpdO9G+sT7cjx9jG/vjz/nJMupw0EDTePxvguQqqMcbJNnI1RWu6JjAUGtuHT8Bbpho+J5QELjJdAYFKxW5SsxivY68Nx+qWf1pDJ59Tcx4HwXZylGSo/+xjv+nms5hP2p6IEOQrIOgPkYIwcBahJhIqSPOlaqoLQGBiujfBdzLKPWSthNapYU3WMkpdPepkmVquG/+EldJKRrHeQ/dFL09jjaECv9wABJMn+GATDdDBNh9FwlTgZouSLVwqGaeM4NWq1xSMfl7i3iZYZKk322gLCtHAqDfpby0TdjeduJnvH1DDzNkH91XwhfbuObzdQWtILltkc3aYbPEbqt88j6A8ZwrReSUsrHfeZrN2nfuUTvNYMcW82FxoXU1CGbWP5FdLxYH97ipyYZOM+ybCLXWlQXriMP3sOGU4INh/nYuInDybcfIxdqePUWvjTS0S9zcJZWSFMG9P1EYaZf1/O/J2+OmQqIZBDBukmrlHGEg6GMArxcMBE9ujH68+1FTSKWAZsx49IVUjFaucVD2HskZ0wGxE/JcJVyNxQUMWkKsI3q1giH1nfFSuPs27RVjv5Udyd1lRnRJxy1/b9Vid52+94Vajc8PTZiSMTxywde2LIMlwqTpu6N/fGKhWvGvk5NiHMBsRygm8VYdBCYJse06VLxNmYVIVHNiI0hUPVaVNx2rjflpbWq4A9Vcf/8BLlH93A8JxiVQI6Tkg3e8QP1gh/f4/o/hrZzgD9soBRITB8F2dpGu/6OfyPr+AsTmM2KhhF1ciZn0Knknh5k+CzO8jui/OcBoNHDId5uf6ghNg0mbC29vf0+w+fI0RPw3FqNBoX8bx/fLSDAoyWbx34c60Vg3tfMHzw1QtXtMK08Nvz1C68f+TtHQe26WObfl52Ht+lH65+N8mOEAjLfoNWWaeD4XgI++y9sdJhj/HyLSpLVynNXsCwPSZr91FZkrdTSxW81hyjR7eQ0W3UM9oaLSVJfxuvOUN54TJuc5bR6Bbh1uP957TWBOsPcOtt/KlFmu//mGD9EXF/B6VSLLeUk3oh6P5+hJaj128GekJkOmGU7jBKd479XI0iVSHb8SO246MFA0udMsm6hLqLYYjnuuJKnb7Oaggb2/T2fFx2icbxXznPcqo5s/hWbd9UkFQpsRwfy/E3lTGZinHMJwL6XW+eXrRKxJijEDRDWFTsNgvVD/IJsjckvn0dUFoyTrqM4w6emRM7IQSW4TJdusQo2SbMBkcSfBvCxLdrzFXeo+Q0j6VlPUu8ecIjBO7lRco/voGwnzBtHaeMf/kNwW9vEd1dyc0E4/TwCSutc1+gRxukm10mv75F6QfXKP/4BqWPLu89zGrVqP07PyBd2UL2Ri/RkOgDAAV52QAAvjtJREFUic5Tv0XK5NCLrEYhVfrS1zoKtMxyn5M4emF1B/JVtMrSU63WXgaj8NzJdEYsJ2TqeV3FdwGmV6Jy/vorGe1+HfDa8zj1szdHU1lK3N9h61f/gsrSVfzZC0z/8M/z1raSyCQiHfbQMnthqG3c2yZpd6lefB+VpaTDXj56/szjsyhgcP9L0smQ6oX3qF64QeM9P/fhSROyyYhg6zFaylN/v77rsB1Bc9qiUjOx3f2MJxhJHt873aLFt6q0Sxdply4QJD0G8UZ+Y0wHx9LK2IZHzZ3hXO0TGt78vt/FMqAfrx/r9XZvzCW7sfczxywxVbpEL1ollhOSQ8bxDWEz5V9ktnyV6fKl7zTZ2cUgWi8+0/N74nlBTnrmKzcwhcPq6MuXElCBQc2ZZaZ8lbnKe/tI5+vGm72KC4E13cA5N4M914ZCd5P1RkR3Vpj88iuie6s5ITkOlEbHKTJOkYMJwWfkI6iWiXt5AcN1MDwHZ2kae3GGdKuP7B9zG0AUdun37hPHA5R6uXZAa4WUp49WSIZdNn/zL3LNxMteS2tkEhbus90XP+6E2B1fFXDsqaxvEyy/TOP6D1/ZaP+rhumVsEuvouyuUWlCuLO2p+GxShWEMHIjyTQhC8Z5m+kFhCcZdhg++Cr3xMkSwq2VfS7JTzal8haaTJFRgFWpYTpeEQya/ywd9ZHpk3gILTMG977AdDyyYPzc91PLrMjR2iTYWD59rti3AAuXHK5/7PPe9320yis6T5cuVx8krDxIOE3MUe7WXKLmzFC2m1TdKaJsTJxNSFX4vHtxcZMUwsAQJpbh4pgl/CJ6ou7OYz91g5QqI0h77ASPism0o2EYb1F1pml6i+wmnBvCxLXKzFdv4Fs1hskWUTbOF6aoIk/KxjZ8PKtCyW5Sc/MoDNvwSVWYx+UIgWtWXol7cG68aBaGfyaWeN7aJK+6eDimvxeBcbKq2vOI5ZhBvEknXKbuzuGYfjHVKCjZTWbKV3DMEpO0Q1QMrCgtESKv0O1OdVWdKarOTO4QLgOUVpiGjWW4r9V1+c0SHtPIScdcG7OcTxPpTJJudBj/4kvCm49Q49NfiNL1DoEQCNvCmm4gLCt3bi77OOdmSB5vnojwjMcbSBkTx8ND09K1ykjTCePxOnH84tbXYUgnA7pf//JIj5VxyODeF8T97RNv70VIZEgqIyzDwSrS0V91nMSbgOF4lBYvYXnfvYDA00PnyevbK4TbK8d+towCgvWHe1lbL92SzHI90DNhoy98vJKMl2+/9PeT1XtMVu8ddXe/9bh0w+PTP69QbVoMOhlxqPYtUxxXFMLn08MUFp5VoWw30Tr390lUQJzl4/aZivdIDxTGrMLGNn18q4ZbxEnsIs+vUkzSLv1ojUG8UWTzHQ2TtMsw3iRI+/h2DcFudIVJ279AyWpSiacJsj6ZjMhnkHPbgJzsNKg401hG3h7OVEI/WidTEY5ZwvF8OOGN2za8XCJguHvO0kWIA8IwMYSFIUxMYVJx2s95/xjCpObOIIRRkInsKeKTa6mezv8K0wGZio+0SM3DX7tsjG9iCRvDnd6rbFmGQ9WZpmK3mWQ9wjTX+yiVIoS5F4FSdlrYhr+nMRvEG2QqpeJMUbatEx+3k+CNEh5hGDhLM1it/SLl+PEWk1/fPJWfz7NINzpMfnOL8o/fxyz7CD//0Jz5NvZUnfju8S/YQbBFEGxzlEuElClRuMPDB/+SLHs9q0mVJowe33olI99hOiBMB9S9OSp2i9DqEaT9M9/OO7zDO5wNFi85lGsm/7f/wzrd7Ywk2l8BKMzqXwkMYeKZ1UILUlThnnmMOOD/9vat8CdaH3/D5vjOscNDMxXTj9dZH9/kXO17uE+ZcQqM3Cnerr+ABOwqiETxWgmTtMfy4DM0iunSZerewomdaereHNOlyzS9RUyRuxDvmhrmOqunj8zzDvamcFiofsj+I6r3iKbUGVKnKJX/fa/3C3rR6nMj5y9ClI1YH9/aE3jXn2kxCmFQsdtU7Na+PXj281Q6I8qGrI2+RuqMpdon+FYVk9fnuvxmKzyGwJ5uYNaeeBmkGx3StZ2c7JzljVppVBgTP1zDbFRwCsJjTdUx60czDzwYR91HjZQZUdQvRj9PB2GYmF4Jq1TF3Eu/PlhaGw+28/yhM0Q/XMO369S8WWaq15E6Ix3HpPK73xp4h3f4NkKmmnCi6O1kRIE6VevqRUiLIM48l8vMndef8wx7mj4cjjAdMojX2Q4e0I/WC5fp4yNMh2xO7oCA6dJlqs70UxWVfI8O26dx0qEbPWZzfIdRso1teATp4FTXdNvw8MwqJbu5P5OwaL0dht2Q1Weh0XllCButXbSp0VphGd6xHf+Vztgc3yGRIdPZiJZ/7oB21IuPX5AO6EerbE5uM4g2cK3q3sj768SbrfAIgVmvYPhPJdd2hmSd4SupSugkI13voK4GQD6ubVZLGKVXY853wB4c2vo6DMIwMd0SpbkLeM0ZrHINw3L2HKYPQu/WbxifMeGJ0gH9cJWqO0PVnWKmchXTsJkkXVIZPlWuPlrZNM5OdhF7h3d4h6Ohu53R28pYuuyysZwwHkpeIK86MVIVMYw3WRt9XRjzVbANPzf+MxxMYRWVC1H4DuVNtNylXRUViZRUxWQyIpYTxkmXYbJJP1o7VmDos5A6YZJ28wwuGdHw5vGtBo7pYxluUVXJk8B3XeOlzshUTCJDomxc7McqvWg11y5qRZQNCod5fSLXbgOz0LOc7TTlbmssLxLl9SetdTGGf/z9DLI+KiycwLPx3ufrmKXi2JlPNHxIpEqK4zZilGzTj9boho+ROsM0HKJs/Nr91w4nPCfzeToahMDwXMRT0RFqHKDGrya8TitF1h+joielPMNzEM63ZwLHcDz8mXO0P/4ZfnseNIeuLsYrZ69TMA2LTEZ0g4dU3DZTlcvU/UVG8SaTpEeSjYuSqT60VxylI7bGd3mbDM9eBK01KolRWfKtMLkzLBvDdjDsb6fo+h3ODr2tjGAi+Qf/tMYXfxew/igmiZ9855JY0d85HQPKVMww2WSYbOJZVcp2k7LdxLPquFY5j2MwvD1dioGBZncIIiVVCbEcE6VDJlmPQbRBlI3OTB+otGQYbzFOunTCRzS9JarOFH6xf3lCu0AVU7WJDAizAeOkQy9azeMWnhJLZyomzAYE6QCpMwS5r5HS2ZEvZ5kutpMeTZ92GmhAnsJJO8qGxNmIbviYmjtL3Z2j6k7jmiUsw8MQZu4FpSKibMwk2aEXrTJJuyRPVf8zlRBk/eeqY1K/usliOALhEbaFMAQqejWCVOFaCOtJWUwlWe6g/Cqgc2do/ZQbtHCsfePwbzvsSp32B3+EYTkMHnzF6OE3ZNGEl9WnX8WU1vnmp8xVrxdTFX7uwGl6NPwFau4sGnXkEeFeuML2+N63YtJLZynD+18yeniT+BUm0J8VSguXqV56n9rlD9/0rrzDG8a5qy4/+w/q1FsmP/snNbJE7yukf/PbgP/L/27tzKo+cTYhlRHDeGtv9f+0KPfpxlbhvLYnTt7NFst9fM6+CqB0RpD2ibMJW+LeU/v3ZIWvn9LB7AqBn23BaDSTtMfvt/6Hp1zt9bGqF53wIYN4/bnoi1eF3Ebk5PYDGl3kkK0xSrYxxtZTrbicVOWTu0XFTqXPBdImMmAneMAw2tiXBnBcf6Xj4lDC0/zxRay6z86/+gaVSFBne1PSmUQrvVtxQxjGvliIs4YwDYTxpJynpUaf4j0Zhk2pNEWpNI3r1jCtXGn/sophr3uPfv/+ibZn2i7e1DzjlTuMlm8x2XiASlN4yZdLvwIlomdVKDlN9l+wcq8KwzzeF9c2vW9NeKjWmnTUJ+ltEXU23vTuHAqrXEOGk8Mf+A7fedz5fYj4r7u4vnHg5WlzJT1TJYFGIbV6a6c3d0nVWbxOkPVP/PxMJaciIG8CGo3UaWG1cpLn562x1+3fdijhqdyYx5ut0/k3t+AU8REHI/fLIc2gcEEWnoPwzt4ZFnIyZZS8fTldOklPPA1mmi6+32Z6+gOqtSU8t4Fh2nsrmBchSSYnJjwYBqbrkQw7xLsW+28A42SHncnDM3mtUfyCHKa3EVqj0hiVvZ0X8WehsvSlkSfv8IeDu19GPLj14huMkvqVCJnf4R3eFhwuXtF5FUYGZ89AtQYVxfsIh1n1MSuvyInRNLBaNQzviZ5BRfHLoypeAt9vMzPzIYtLP0MIiywLieNhYab14hu4zKITbQ8ApYqsIfHKgkGPgofdv+dh9+/f2PbfHHSu3znEaPJtgZbfrkDNd3h1yFJNln5LFhbv8A6vAIcSnqQzxrBM3Lk6aXeCeknQ5rGhFNnOADkK9kbD7bl27rosxJmv+g3Xxrk4j9l8Moae7QyRg5OV/P1Sm1r9AmkasL31Jf3+Q7IsyNs7L9n1OO6faHsAWTRh9PAb3OYMpWhCMuwW1YZ3F7LXAg0qSQ6POHlLoFX20giSd/jDgmUL6i2TUsXAcvZXocOJYmP5XTXwHb67OJTwZIMQsdhk5h99SPi4SzaK9mlC0kFA8OD44XcAKE2y0cUdTHCWih1qVnGWZnDOzZBudNHJ2XwBzVoZ98IczsLUvjH0dKND9pLw0JfBsSs4To3JZIte7x693n20PjtC6E8vYj0TC2C5JVSW4LfnMR0Pw3LIglFRdTg4oTjqbJKOe2e2X3/I0EWkwrelaqJldui+CtOkfOEaVrUOQDYaEm2ukE2O7z7+Mli1Bm57Fqc1ffC+pgnpaEDw+D76W9IyPBWEwCpVqFx+H+E4yGBMtLVOOuyi07N//9MLFheue1z5wMfYm9N4cr3YeJyyuTJ419Z6i+HOLODNLGA4HtlkRNLZJN55+7WEbwsOJTwyTDA8m+mfXCJY7pINQlT6ZMU4ub91YsKjlSJd3SbrDPKb9VNJ5+Ufvcf4F1+R7vThlKtp4dg452Yo/fA9rHYdw7HRSueJzavbZDv9E72uYVgIYTAZbxAnwzMlOwDVc+9Rmruw/4c6nxyw/DJec5bS3EXSUY8sDtBZxkGEp/PlL94Q4XmVngZvCLsanm8J4VFSorJDCI9l0/jkjyhfuIrWEDy+R+eXwZkTHqc5Q/2DH1K78f08hV6IvJJbeJdkkxHB8l2irTXkHwDhEYaJ3Wgz/Wf/IXa1TrixQu+3P2cchWSvgPBc/sDjT//DOhdveAw7hfngU783zLOLlniHV4Py+au0fvSn2I024doj+r//1TvCcwwcSnhUJok3+uz0J+hUomU+PriLbHAKZ12piB9v5WaAkwij7IMAe75N7c9/iI5TJp/dIV07YQWpgHdlkcpPP6Ly0w/3TA51mpH1hiTLG2Q7J/M/yI2n5AudLk8LYdkY9sGmiFkY5IGHOs8FEsaLx+tff9K3KLJf8u0+Gef8blxKv1UVnuzwCs/rgooDkn6HaHsdw3EwHRfD8fJg1hMYtr3D8bB40aVcM/i//u/X6W1nJPH+Uk4S61cWLfEO7/A24NA7Yfi4SzZ8ManJxqcbK9NRTPJog/DmI8rfvwaGhWFbiHadyp98jDXbIr63Sry8SbbTRwXR4aPxpoHVqGLPt3DOzeJdP4d7aQGz/FTqbn+UV5C2eiee0kqSEVHUxy9NY9tlOOP10ejRN4Rn4PUSddbPYG9eDs+qUXZbVJw2rlXBMlzEnrtn7sUQywmTpMsk7hCm/W+F746KI4KVexhOTjxlEpIFoxcmgL9tyDU8bwfhSQc9xve+Jt5eR5gmwrRwWtNUr3+MU2u+6d37zkOYkMaaR7cjgrE6c5fld3gx3NlF/LlzOM0p+p//HUm/+1LvtHd4NThctLw9Iu1OMDwbw7FQcZpPbD0TanZiKE38eAvz87tFkGgNw7URtoV37RzWVAPn3Az23RXStQ6yP0LFhWhU6SfkxxAIy0BYFobvYs00cc7P4l1dxJ5u7ouvkMMJ8YM1Jn//NbL/8kgDIUwM4+DKSZKMmUw2aDQuU60uFlNaI5TKXjqppZQsfv9yBJvLhz7mzUJgCIuy06Lhz9PwF6m5s3h2rSA8hUeP1jnhycYM4y0G4Rr9aJVJ3Dlyau+bQhZNGNz9oqiSaVSWkgXjb80Y/VE0PK8LMpwgwwnRxpOgXm/+PP78Oaxy9SXPfIezwKgnGXQlzWkbJVPCV5Sn9Q7Pw59dpP7BD/Bmlxjfv0k67PGaY6TegSNmaZm+jX+uhTNVJd4YML6zmRv4mUauaUhOaUe+2SX84h7exXn8T64gpht7N0urWcVqVil9dBmUQgYRWW+EHAXoKEGnMq+GOzZm2cOsl7GaVYRlPVcm33X+je+vMfn1TeJ7q4fum2W5OM7BF+MsixgOV6jXLzAz+wnlyhzdzi3ieESWRS/U9CTJmDT99pvBGcLEtStcbH1Ku3QB19ofwvq007Jp2JScJiWnSbt0gWG8yb2dnzOMN4+dfPw6IcMJ/Zu/edO7cWJoKVEyO7Lr9Tt8h/BMvN7aw4Ra0+JP/kmNX//rMY/vxQcmpr/D2cOuNbHrrTe9G3/wOJTwlC5OUf/kHI0fX8RwbTp/c5vJg22cdoXGDy6gtWbrL7489Y5kvSH9v/glSkpK37+GM3vAyVFkb9nTJlazlgudi2+oEAJME2GZYB5ckdFxSnTrEaOff0Hw+6MZ/zVb11ha/OnBvxQC07DxvAYIgeNUqFTmigqPeuHVY23t79nY+O2Rtv+i7b4NV6aaN8O5xg9o+ktYpksiA0bxNlE6IJEBWRGUahoWtunjWzWq7jS26VN1p7nY+pSVwRfsvCWxErOtD3HsCoPxCpNw+60mYkeFVpKos0nn87/e+1k67B8qZH6Hbz/+0//1FB/9pLz371LVoFw1MU349M8rRIHap9m591XI/+P/uPWu1XWWEAJhOVjVOla5+s4i4g3jcMJzeRr/Qpvg4Q6NH17Ervm5F0mc4S00Ec7Z5FDpOCV5vMXkl1+jwpjSh5ewF6fzcNHdKAghEFZBao7z2mlGutMnvrdK8NldwpuPkL2jTaCIQwz+lMoIgudF1QLxQiHmSRJ1d2FXGtSvfML48W3iwc4L2xWG7WKXa7itOaLOOsngdMLvZ+HZNereAu3SRQxhMYw26YcrjOId4mxMJiNkUeEyhIVlOrhmmYo7TcNboF60wCZxh0ncJUhPnvdlmR6m6SAQxMnoxMF4vtvAcxuEUZfgDZo6nim0Jh12Gdz6bO9HMo1f0ubSbwWZfofTo7edsfboCWnXecjRvmidp9HZPHrg5TscDcK0cBptrHIVw7KR7wjPG8WhhMdfbGI4Fsv/97/BW8iFhVoq0n4AhsAqn2EKs1KEX97PzQi7I8qfvo8928QoeRiuDeYRcraKi7WWCp1mqDhB9seEXz9g/HdfE99fO5a3TxBssbn52YG/2x1L11oWE1tHu1qMx5tH3v6zcBvTLPzsf87Kv/n/kgZD5AtuXKbr4U8t0vrwp3S++sWZE56qO0PDX8SxyozjbTZGN1kffk0qXz61Z08eElSuYJkuVXeamjdLPdkhSHuc9GrrOTVcN/eQSbLglWSHfZshownB+tFbqLvVNmGYCCdPWhemuffd00qhZYZKE1QS8zaN9gjLzqcbLQthWvk+70W96HzflUSnaT5td4Lxd1Ek0IvdbYjdbeRkUSuVXw+yDJ2ledbdWYllhIHp+ZieD4aRt/mTOM9Le+Zz+Nf/zYC//u+Gzz4d0xQ4rsCwBFpDGiuyFNJEHf2jNAzsSg1h2egsIwvGaJnl8T22i3Cc/Px5+pzJ0ifnzDFItTCt4jO1C7G7uf8z1RqkzGNU0gSdvqQyKwysSk4+tFL5fmdpHnxpOxiO8+S8QYBWe/sukzi3/njJZylMC8N18/dumph+hdLSRaxKLd9nQ2DXm8hw8sLBBxlMjp1/Z9hOvv+289Q5v/tdlag0RqfJsStMwrQQdnG+P31c0Hsu7vlnmhz5HBeWjen6GK6XH9coyM+J4neG42LYNsIw978PJdHF+XPSStnhGh4hctFplDx/I9GnC958EdLtHqO//pzwy3u4187hf3AJ//oSZrN2tJwtrZHDCcnKNuHNR4RfPSDd6KAm4bEnssbjTcLw4OqD77dxvTpR2CVJAtQRWyDqNcQSaJmfIFapgmmffTZZxWlTcadQOmNzdItesEwqD4/MSFVMP1zDNBwut3+K7zSouTNs8M2J21plfxrPrZOkk1diD/AHBQ3InLxb1Qbl81conbuM02xjeiUQgiyYEHc2CVcfMX5wE/m2iLgNE7c9gze7hDezgN1oY5UqGK4LhoHOMmQYkA37hFurBI/vE2+tHU/UbRi4U3P4CxfwZxex601Mv4yw7YJ8JKgoyE0EdzaINlZyX6FwcibHyPJL1D78EfUPfojpl5BhwPjBLXq//RuyYMLT/agk0Yhk/zYdV1BrmFx4z6PWtEgTxaPbMdtrKWl89P2zylVm/uE/w52eJ+ntsPN3f0XS2cKqVCmdu0z53BXsegvT89FCIMcj4p11gpWHjB/cPDrpMQzsegtvbglvdjGvllRqmG5O+LTKUFFENh4Sba0RrD4gXHn4ws/U9EtM/8m/jzd3jmw0YOeXf0W8s4Hp+pQWL1I6fwWnObX3mao4JhsNiHY2mDy4Sby98WIyYhjYzTbVK+9jVZvYtUau3anUMLx8QtiwHWb/4T97qY9X91f/hu5vf374QkLnBFtYNt78eUrnLuPPLWFXGwg7J3QqCol7OwTLdwlXH5L0jrfwtRst/PnzlJYu4TSmMEtlhGXlJHc02LsOBI/v58McR7iGe7OLVK9/TPXqh0Sbq/S//BWT+zf3flc6dxl/4UJ+3Gwnj6BKQpJ+l3D1IZNHd0gH3RORniMZD+pU4kxVMexcCGz6NuVrcxieTTZ4BeGVUqEmIUmcoKKUdL1D8NtbmLUSZq2MUSvno+u2lbN9QKUpOslQUYzsj5HDADkYk3UGZJ0BKkxOdMHRWpK9wPjQ99vMzf+ALI1Is5A0nZAkE9JkTJKM9sTJUia5puc1QphmvtJ6iiWfJRyrjGOWUEoyjLYI0wFHq9Bo4mzMIFpHqgTHKuPalcOf9gwMw6bkNmnWLtGsXcC2SmRZTNmfRqmMSbTDZucrQOPaVSqlWWrleQzDQZAnHA/GK4zDLeLkYKdt2/IpeW2a1UsMxsuMgi2yooJlGjae26BZvYht+RiGhVIpo2CTcbBB9ILXfPuh0UpSuXgNw/UpLV3CrjYwPB/DsgCBVW1gF67J3sw8o7tfE649eqPuyFa1Tv2jT/Gm57FrjbyF4HrFyrT4DiiFyjJUo40zNYs3u0jw+D7Dbz4rbsAv/o4ajotdb1G58gHe7AJOvY1VrmC4HsIqVtU6P3Yqy9Bpgjs9j+G4pMM+Mgo5zViOME3MUoX6hz+ieuUDnNY0OksZP7hJsHIfGUfP7/8zCTeNKYvL73v80T+qoCRImVd8Pvy0xK3fhXz5q8mRoyWEYWCVq9i1BlpJnEYLd2oWb3oef/EidrWB6XoIywZAVerYtQZOexZ3Zp7Rna8OJZvCsml8/BP8hfPY9RZWuYrp+XvVtbwCo/MqQ6ON05rGm10knD/P8JvPSEcDnhUkCcPALFWwaw2EYeA02jiNNm57Bn/pEna1WWzDzgmVlPl+N6fwpucZ3/uayaO7JN2tA46JiVNvU73+CYbr5U74jothO3k1Ln8Upl/GeMm1MrfAOPyarWWG02jR+PhTyhev4zSni/Pe3TsfVZZh1Zq4zSm8mQWGtz4n3tlCxS+pxIt8HyuX3qO0dAl3ag6r2sD0fIRt510NpbCrdexmG29mEW/hPJMHtwhWH768wgYIy8L0yziNFiqJsfwyVqVO5fINSuev4E3PY1VqebXNyKdjtcyway1UmhCsPDjS8TkIhxKeaK2P6dk0fngBp1VGJU2aP71K5dosOpUED8+2VbIPmSTb6e85IQvHxqj6WPUKwrUxHPsJ4UlSdJyiwoism4+uI18xyRD5jdf3S/hCoFRGlkVkWUSaBqTJmDgZkaYBMouQMkHKmCSZkGVHNGw0TEzbwSrV9r5QiFzL47Xm8gvds7slBE59Cn96EZUlryTZ2xIOprCRKiGRE7JjCHylTkmyMUplmMLCMgrjuWPwUUGuDbItH9sqYZkeaI1tldBaEqdP7AZMwy6IVa1oQ+a6LNvKV10HER7b8vHcOrXyIr7bZBxu7tNe+V6LemWJktfaa22CwCnIW5pF30rRszDM/EZWb+3dsNJRH9XdBq0QppVXDcuVfNXXnAJAJTHRxuM3tt+G7VJavIg3s4CwbWQYkA66hUmkLFbCFqZXwirX8KbncZpTWOUqSW+HeGsVGR68eBOWjdOepXLlferv/wC71gAhkOEkF4AX2xBC5C2XomRvVWqYXqloXZy8uiNME7veonTuCrX3vofTaCOjgPDxfUa3viBYfXToTQZg8ZLDBz8uUW9arD5MGPUlliO4cNXl8gceSaLYXEmP3X0zvRL+4kXc5hRmuYZh2SSDTuH8nu+/VapilauU6k3c1kzeDslS4u0Xe4QJ08xX/EuXi2rWhHQ0KFoaWf6ZmiaG42FV6zitaZzGFE5zinTQQz++TzZ+sams6fk5marmlRizVCYbD0kHHbRSCGFgeD5WuZq/dnsmr24oSdLvPEemIDclTYf9J+/BsrCrDZx6C9MvgVIEKw/IXlLxizubR1qcG46HN7uEv3QZp95EJTFxdzOPJTEMDNvB9Ep5palaz6NjhKD/+S+Jk+iF27DKVfyFi9Q//BHe7CLCdsjGQ+LuVt4WUyon4K6PWapQOn8ZpzWdV2OyjGDt0YHH5jkIgeF6+bm9dJHGRz/GLOwpkn4XrbJcQ2uaCNvJr0eI/PM/YbX0UMIz/P0KwjBY/E8/xZurU7o8TePHl0h2xqz/89/R/+2jE234JNBJiuykyM7bsXrudG4xHq3j+y08r4XvN/H8FpXyPI5bxbJcQOT+PNGAMOwQhDt0O7cZDI523EzbwW3MULv0IaZbwqk0QAgqi1dxaq29i8rTEJaFU2vjVJuE24/Jwpd7DZ0EQhgIIdCoE7WiNKAKcbHg+AJhqVKGwRrDYI0L6mc4dpVJsMVm72uk3G+GmWQB/fEyneF9pIwRhknJbXH9wr9PkgV0BneffXNU/Bka1Qs4dpmHa39NmAxQapc4CprVizRrF3m88ctioivFdxu8d+GfIGVCGPeYhNvHfl9vGobrUVq6BIZB0tlk+PVvmTy+l99AZIbplShfvE716geUzl/FqtSoXPkALSXR1trRLnSvACqJCdeXMYqKQrD6gGhzlaTfKfQSKr+Qz1+geu0jSosXMDwfd2qO+vvfpxcFLyQ8VrlK5fINpn7y5wjbAq3JRgMmj+/vtQlkFObVA7+EXWvhzc5jlWvEW+uk/c6p3pvplylfuMbUn/xjTK+Uk53Vh2z/zV+QjgZHbsld/chj4aLNf/V/3mJ7LSUKNYYJ7RmLf/Kftfj+n1T4m/9+eOxvs12t0/jwRwjLzlsU3/yO4PE90vEItMYqlalcukHlyvv4ixexag1q732CltlLCc/uOWWVq5ilCuHKfcLNVZLudh57ohWGV8Kbmqf63seFVqaO02hTvfYRMpy8lPBY5Sr1G99HOC7ZeMjk0V1Gt78g7myjkhjDdvL2y9UPqVz9AMNxKJ27jEpiRre/zBebT53vOksJlu8SLD+5npilCrUb38srVX4JlSZs//wvCVcfnHpiy21PAzMAhBuP8+rT8j3SYR/DdnDqbfzFizQ++hFWrYlda9L43h8TrDwkGXRfSJL9+fM0f/AzSksX8+tAd5vRna8JVx+Q9HdQSYLll/Bmlyhfuk712kdYlRrVax9iWDbRziYqCjic5AtM16d8/gr+3BLe3BLB6kOCx/eJNlbIwnHxnSrnVbjpBaKtVdLBKQZcDnuAnMQMf/+YeHuI065guBY6kySdCfHmgGx8uG7juwopU6KoT5pOGI83MAwLw7QxDRvTdLHtEp7XwC9N4fttKtVFKtVFknh0ZMKjZUYWTUjH/T2hFwjscj0v6x7Q59VKodKY0aObDO5/8UqclqVKUDrLqyyGhyEs1BGzxAxhYhs+pmGjtESq44kYjwvLdKmWZqlXzhcmkrmdgO+2MMQjnnbItkyPWnmBWnmBUbDO481fEiWDp3RXAtvycZ0a9coS1oKDVAlaawzDwnPqTKwOtlXa97rfGgiBsGyCR3cY3f2K0d2vkXGYt6u0RsURo9tf7Iku/cVL2LVGrrGYmiXpd/YEiK8TMpowvPkZ4/vfgNLIOEQlETrN9iosaZIggwlxd4vpn/57+PPnMR0Xf/48w5ufvfC1K1fep3Lxev590zC+d5PRnd8Tri3nxyZN820IgTBMoq01Jst3EKaFDI7rt/VUdI9hYPllGh9/SvX6x5iuj5yMGN7+PcOvf0c6Hh7L8dtyBIYpiliJfBtKQr8jyVKN45xQAWeYCNtl8uAmoztfMnl4BxmFe0RMxSGD6Ldk0e45cxG70cabW8JpTZMO+we2Q7XMGN//hnDtIQgj10YlT4tvNTKOkGGuKWv/0b9D5dJ7mF4JbyZvixy234brEXe3Gd35kuHXvyMLxqg0yfVYwtg7j1QSU/vg+3k1qVzFX7hAuPbo2OLis4SwHLLJkGhjle5vf07S2URGQd7iiyNkFJJNBmiZUrvxPby5cxiWjTs1+8LQUbc9i794AX9uEWFajB/cZHT7SyaP7qDiKO8WFNqgLBiTjvpkkxG1G9/H9Mu4MwuUz18hXH1INjmkMCEEpufhzS4WOrB/SbD6iLTfyb+78qnv1OYaxoPbqOR0fONw0bIhyIKE9OY6pu8gLAOtNDJMDo94+K5DK5RWKJVimg6W5WOaDqbp4DhlXLeO77fxvAaWVUQTyPhYomUlJTKcEGwukwZDVBrjTy8SbC0TdTfR2fMsXSuFTCLSSZ9we/XAttdpEcsJcTbBs2vUvDmibMQkOdpK1rUqNEuLWIZDKkPC7GxDKp+GECaV0iyt2hWSdEyUxmitsAyHprr4nEWAadp4Th3b8rFMF6MgZU8TF0OYmIaFUhmDyWrxeea/H4wfM4k6JOnRBHxvK4L1ZSaP7j63msonPhKC1YcYroc7NZe3BKoN/IXz+yYuXid0luWCTP3isfrdaRWVJkRbq9i1Jk5rCrvexLAPmDY1zHzacf48ztQsWimSziaTh7cZP7hFNjpZBt+L30Qx+aLz6Ri71qR69QMqVz7AabTJJiNGt3/P6M5XRMcVWwMy1WgN9bZFmqbERYWn1jKxLEGSnMYNSxM8vk/w+D7pcH9QsZYZKokJHj8oyMgipufj1Fr4c+eRUXhwWKzWpMNefg6+aEEkJTJNkJMx0eYqbnsWs1TONSeuf/BzCuTebRbhygMmD24fSABklhBtrGDYDtVrHyIcD8PxcFrTRNtrcIooydNCGAbpoMfo9hdE68vI6OkKZd4yTNKE8f2beHNL+HPn0ELk7btyBZ5VowiRL1xmFjFcL68krjxg8vD2AdeBLP8uZfmCorR4CatUwarUKJ27RNLfOZTw7B5/JSck/Q6jO1/lbehXeP04lPA4UxXsmo8MElQq0alEJRmGYxVhom/PSOrrhmV5WHYJQ9i4bgXXreN5DVy3juvWsJ0yluXlPd80YDzeIIp6TILnBW8vhFbIJCTcXiHcXiELJ9SvfMLw4VeMHt1Cxq9ANH4EBEmPIOnlzsnliyQyIJURmYpfEBSaB4pahkPNm2e6chXLcBlGG4zj7QMef3Ts9nMPsiwwDZtqaZ5G9TzfPPxvGYeboKHkt5ltf3jg6yktGU7WMQyLdv0yUdwnScfF+wKNQilJFA9Y2/6MOBnuVbfy/DD92kXqZwatUWlCvL1B0ntxSy4bDQiW7yG/98dY5RqG6+EvXCBYW4anNAyvFUecqdYqJ0dZMMZtz2C6/p4W8GkYlo3TnMJutLD8MjIKmCzfJVh7dPZkJ98xVJYihMCuNSidv0rzBz/DLFXyJPnH9/N07M7WiVqH/Y5kMpR8/EdlHt2OGPYktiO48J6L5Qi2VpKTfQ2VRMUR0dYayUvaDemgQ7jyEPWDCMN1MUtl/IXzBGsP80m/A1/7qN+jghyN+vhzS5iO+8Rt/0UEWCu0zDU10daLXfezYEy8s5lrtbTGsCysSu0NhDLvh5aSpLfN+P5N5AsqH1pmxJ1NsvEon7I2DEyvhOkcEEpdEB6nNY2WkrTfJdpef2kLSUUB0eYq2XiAas9g2A7+/DnG977hqLQl6e4QPL6Xa5descXFoZ9Y6ydXaP/pNYRtEm8MiNb7RGt9wtUe8caAdBC+PtJjiHys4KyHjpQ6UbWq0bjE3PwP8f2pJxWcLCaK+0RRj/7gAWHYJQp7JMl4L2NLypOLiFUaE3U3kHH0Rt2JB9EGZafFVOUKTX8xj5mwymyP7xGk/ecEu4aw8O060+XLTFUu0fSXAMEw2qQXPD7Ve1EqwxAGtlV6bizdEBaGYaBRZFmEUhLfbdCuX8Uyn18BJumE3vA+o2CTVv0KrdolZlsfst2/RRB1AE2ahsTpCATMNN9jq3eLMO4iMPCcGlIlpFn4rSQ9WmZkxVTRyzQGWmbIKCAd9rFrDQw7JwfGK7BAOHNo8u/P01UFw9jztdn7kePgTs/v3RxUlhGuPnqugnFmu6UUKk0xXI/KlQ9o/uCnWLUm6bDH6O5XdH/91zkxOKFO6ubvQjzf4J/95y2SWJEmGsOAUsXgl/9yxC//5ehERXuVpnkbIo5eesPKbQEmpMMehuvnk2/NqT3d1WmhinbXHnb9aF5EeLKMbDIiGw9R8Utuz8UkmIxCrEoGwsg9gV7B9OtxIKOAbDw8PNuvkDioNMZw/ZwIHkDwhTByK4dyFZ1lxN3tfLrwEGilyMIJKomKCbjWsa4D6aCb6/9eg7XFoYRn8MVjks4IYZsYlonhWFh1n/aFKcySzeThDhv//LPT70nhomzPtbBmmtjtOkbF3zMdFKbx5AQ+4/Ms+Pwu45///tjPc70Gtdp5DMMminoEwTbBZIsg6BDHA9J0sje19XTb4zRIRz12Pv+3xL3tI01mvCrE2Zh+uMbm6Bbt0gUq7hS24VL3FkhlWFR6nnJaNpw8XsKu41pVNJrt8V26wTJRdjpR9SjYwLHL1CtLOHYZKRPGwRab3S/JVMQk3KHiz3Ju7idkMsnFxxqkjJ4jn1orpExJs4De8CFaK1q1S2Qyn2oI4i4aRX+Ua3/K3hTn5+oorRAItFZ0BvfojY4v5hemhel6mKUqll8uDP8sDNMq7AV2DdwylEzRaUIWTsiCca4lOQWR3nv/Uu6ZsR3lsTKcoNIE0ytj+pU3vuoVtoNdqedeKuUqll/CcLzCJNAsDOEs7EYTtzX7UssGYVrY1Xpurlfc9JJhD3WEm8DJdl5gWBb1D35A6fxV7GodtGZ87xuGtz4nGw9PZWDY2075/S8nJLGi1rJwXIGSMOxlPLwZsfE4PdElSsvc3+goIlwlM7JggpOlCNvB8ssHVteehrBszFIFt5WPXZt+Oa/K7Ro/Foa0Vq2J25o+sg2HlllOdtKEw964hlwvpXV+/3kLnNhlFBR2B0f40JTa89ETxZ+nIQwzN7R08msOQuAvnMd0PbKPDwnYNozisT5CGJied6zrgIxDssnr8fI6dK/izQFyEmNVPbzFJnajhDNdxZ2pYZUdsvHp+23Cd7HaNZylGdzzs9gLU9jTDcxqCaPkITwnj5QQL45rOA3UODoR4cmyiCjqIYRVEJwArTWm5eDocq4wNx1M00XKiCyLT018ZBwyXrl7+ANfMZTOGMfbrA+/BqDmzVFymlTc6aLlk+1FS5jCwhD56LbUKXE2oR+usDH8hmG8eWSx84sQRDtPaW4s2P2bvPozCjawTI+yP41p2EiZkyDRNxgHT1yvJ1GHNAuJ07waF4Q7aC2Lqk26L2JkEm7vfZaeU8MyXdCQZsHRKzuGkY8v+9W8/733Xy03zHO8wl32KcKz626apagkRoZj0smILBiRhWOyYIQMxsj4ZI7TWqu8dH+k5+rcwVXKfAzW9Q53Qn9FEJaN3WjhtmZxp2Zx2jPYlTqmX8r1OUZ+7RAIhJELs8Uhq1BhmBheKb8hF/oaFYfH1s4cFabr482do3L5PZzmdGHwJnPR7EE+O8dEHGrWHiZsraY0py28koHMNN2tjDhSJx6w01qjsiN6jWmdC1KVxCjOmReSB8PAqbdwWjO5f8/ULHa1julXMF2vWPyK4i8jJ0DHqCxopfJK5lHeeBHLscd3BJx9q+F4UElSkLUjoNh/oHgDz/x+9/tbuCkLw8BtTecE8hjQWudk5wXxJQc+J01fm+7vUMLjzdcpX53FP9fCX2xiVTyUVERrPQafdRjfOXlMAgBCYM+1KP/4BvV//ClmpXTsrKw3hUH/EVImlEszlMrT1Grn8P0WhmGSpSFRNCAIdwgm23n1J9ghSUZIGX8r2x3PIpYTtsf3iOWEuep7TJev4tlVBAaGMPdIB4X9u9YZYTqkM77P2vArxknn1GQHIM1Cdvq32enfPvD3k3D7wBHxrd43+/693bv53GOCqMO9lb967udSpYzDLcbhMfRYT8Mwsfwy3tQ8lXPXKC9dxW1M5W7GJ4CMI5Jhh8njO4wf3yXcWikmNo7pAaM5um+MLgiYUnseNK9iQXIoDCMfjf7ox1SufojbmoHdGAmZx0jsltzziSqFWSrnhorll5heCpG3WwqjNZ1lr3RQw663aH78EwyvII4q9w4qX7hGNhnlouxTahy0hjTRbK2epTeXPga5LoTZSoMwXnzOCIHperkj7/VP8OfP7W1n97OQ4aSYkkvQmcTwS9jVGka1ccRd0Xt+Pt9GaCXPLEZHGEZR2SmiQLSG3dc/7vHRx5OIaK1em53FoYSn+ZMrtH56hXh7xPjWBsFyh3hrhAwTVJwig1O0VQyBPdOk8pP3qf6D72GWfTDffKnwqEiSIYN+xGi4imnaxaSWi+s2CtFyBcvyqNXP02pfwzAs0jRgY/13bG8fv6L0NkKjGMc7LGcBW6O7lJ0mnl3HMUuYBeGRKiOVAWE6IEj7ROmQOJvsiYD/0GCVa5QXL1O99D5ee65Ysfqn0jLkvhtTWF6Z8tJVkv4Ow/tfMVl7fmrmZciJi3U04iLYWxHuZke9iZuHN71A9dpHVK9/gl2tI8NJMRp+j6SzRTYZoVWWl/ULs7ry+atUr3+M9TLCg0bJPAdLGEa+EHuFhE6YeXZZsPIAGYwxXJ/yxWu403NUr3yQC5eX773RUeiDkJvD2Uc8NqI4Z4qcquzgnDGn0aZy9UNqN76H05rJtYvbGwTL94i310hHw5ysKJnfnLWmdO4ylasfYB+V8LzDHnbz8XY/CxWFjO/nLt7H9b3RWr/UX+lN4lDCEz7uMqx6eTlXSpxWOa/yZJJsFBFvDQkfncxYS5gm3rVzeFfPYU83ix/uhoVpVBDl/0VJnoFVsM2zvqSm2ycTISqVFW2NfFJKCAPLcosoidxDYHdMfXdyS2tNv//w7Hb+LYBUCaFKiLIRQdrDMUtYhoMhiraSzshUUkxyhX+wRAfDwJ9Zorx0lfLiFfyZBSy/eiZtIGEYmI6L6bhY5Rp2tYnh+ti1FpPVewRrD4/WEjGM3NHUOEKVtXBKFVaRIxUfsT1wlhACd2qW8uX3cOpNZBwTrD1i8NVviLc38umRZ2wZhGXjtmcObQdoKVFR8MRjx7Rye33TeiVtLRlOCNcfM7r9e9JRH6tSwyqVcVozuLOL1D/4YT4NtbHyzAjywfj4j0vIDL7+df7YT/64xI0fHl5BjAPF2qOEe19HDDoZh75V08Tw/COdx8IwnjqGMhePP1elENj1FtVrH+K0ZkBrou11+r//e+LNVZJBrzC22w+70cpDLN/h2NC739+iYqu1QkYB0dYa0ebKMV+M138dOCIOJTy9Xz1gcn8L/0Kb8sUpyu9P40xVAEHSnTD8fPnEhAfTwL1+Dnu+/YToSIkKYrLeiGy7R9YdIocBOkr2PoyzZjzxg5Ox0V3vHcPINRam6WDbJVy3jmNX9sznsiwijvq5yy8G8qixEt8yaC2JszHxKUXI30UI08Sptald+Zj6te/h1NtHm/IoKia7p/yTp7xEbFsY1lUvvIfTmMIuV/OohWEXdYBv0/7n5plN+ZTFy4wTcwJglSsYjpOLUcejA52/XyWEaeXhkjMLYJikwx7B43uMbn7+kieJPX3Uy6BlRjocoNN0r/Jl11skgx7yMFO1EyCbjBjfv8n4/k2y8QCrUsOu1qleM3Cn56hcvlHEZaREG48PJV1XPvBIE/2E8Pyswv/sP2+xs5G+tBAXh4oHNyNMW/D5304Ixy8nykZxHojDKpSFqaVZrubhlklSVN+eybsyTaxKDX/+PMK0SHo7hKsPGX7z2UsHNQzbyTOwXgeOcw96zqHjLQw4LqwFcpPRLI+YqdQQpvnav9OvEocSHp1JZJiQDkLi7THCMtFa487U8BcbpL2Tl1eFIbCnm5jVJ6sOFcQEX9xl8Bd/T7rVQ0dJIRYrzppXUDE/qcV3pbrAVPsGrtfE8xo4TiUXrwoDpVLSNCCKekRhj+HgEWHYI4q6RPEr8PB4h7cXQmD6FaZ++A8pn7uGU2se/zV2V8HHbPk61SbVSx9ieiW2/v5fEnc3Xtp2EpaJXWtg+n4hmj1Y67EbAGhV6hiOSzYakvS2UOnrNR00XHdPbAn5iGvaf3kJXggDu9bC9MsvfdyuH9Gux4lhWfgL5/O4ildAeHJfmHTv88mCMb3f/S2G4+aRFfUW9Y9+jFaSbDzIW5Uv+Sx/8Zejfb+eDCSf/2LCf/V/2iJNXvy8hYsOH35a4s//ozr3vowOJTzCsnMzO2/3nDn4Biksq9BO1TFsh2Sc65J0uv8cE46TV4wKApWNBySdrUP1S1aljlU+xF35TUAr9m5covALEwbwdlVBtFIk/Q7pZJi7p88u5cfzJaP93zYc7sPzp9eofbCIjFNUmJANw3xyK0jQSpN0TrOaFwjHhKdEyvH9NcIv75Msb6Ki+K12c/a9FvXGxXyMORkTBjukaUBSBIamWYjM8umsLIuQMn5qRP0d/lBg11pUzl/Hn7+AXa491y7ajQJJhj2SYYd01MvdZ+PwyRTU3oRFLvQ0bCcP7/NK2JU8nNCptfMk6adaC8IwsEoVSvMXqV68AVoRd182aCCK0MYl4s420frywe+p3qRy+QamV0IIgYxDgpWHL8yjelXQUuUam2LVLCyrSNI+GIbj4bRn8OcWD40eUGlC0tsi7XeQU3MIx6V88T3SQY9sNHhpTtOJ8FSqRL4D+RTR6PaXCGFQ//gnGMU+6Cyj97u/zUMoX0AEetvZvpdLE814kLG1lpK9hPAEI8n8BYcPfuhzlM7m7ji9v3CBdNgn3lo78GFuc5ry+WsYjpufM+GEcPXh8xM6SoF66jM1TYRtv7CoKSw7d/qeWcSpn2AxcRIctUijVRF2uktuRD5a7/pkryDU+VTQmnD1IW5zGqfRwipXKJ2/QjYeEDy+f4QXEE+ms16xgeBJcSjhEbu+N0qBECipSPoBwYMdskGISk5z89boJINMgl2s0Hb6pOsdVPD2Z3QlyZjRaI0kGZHEI5JkRFz8nWXhd4LYCAGWY9Bc9Km2HbyqhWnn8SJZqklCyWg7ZrQTEw73v1/DFFSnHCpth1LdxvHN/Lkaslgy6aX010NGnWRPXiIM8Ks2579fJ4sVvbWIzvLBN9Fyw2bh/SqmbdBbDdm893aJOaHQqbVmqF/+COcZQy6tFVkwJhl0iHvbJL0t4sEO6bBHFgWoOMwvls/2ww0z1+vsEp5qE6fexm3O4DamcOrtvZWZKCaN7HKd6sUbZJNBnmT9snaIBn/xwl4eUjYZ5TelQvBrlWu56Pfy+5iuh4wi0n6n0Ja83natzlJUHCPjKDeyqzZwWzNY1Uae95WlgEBYVq6Hac9RPn8Fu9E+vP2hFDIMCNeWsettSkuXcFvTlC9dR6uMaH2lmP7KPyNRkFFh2Rh2XpVRcZhrTuIj+qU89wY10dYawrKxqg3K56/ko8JXPiDpdwiW771QlL6bl7WLQTdjc8UgixUv61IMepJwLDEtcfTuiyYP1oxzv6psMkSlaXHOWNjVGuUL1yhfvIYwbWQYkvR2iDZXnyM8OnuSBWU4Lmapmo+k11qko35REcpf1/RLOI0p/HOXcafnMA5yEH6D0FLmCe+FS7MwTfyFC2TBBL2hivdeTKwZ+fmj0vTNeKxpTbS5Sjg1ize7iFWpUlq6lF8rhJF/pnGEzjI0eu98N2wHw/Uw/QoIQbS1igqDV2bfcBocSnh2/u0t+r95iDtXp3xpCrPq4U5XkZM494jI5ImrMFppst4INYkw/CLL5hWIkl8Vut3bdLsHj0J/V2C5BvVZl0/+/Vku/rDB1IUSXtVCpppwlDHYjLj7iw63f95hdfhUJpbIn3vh+w0uf9pk4UaV+oyLU7bQCoJBwtrXI774y03u/l2HaJzf1C3boLXk88/+t9cJBilf/MUmP/9/LR/QB4eZy2X+w//NNSzX5Hf/7dpbSXhM18ebWqBy/npunAl77VmVxISby/Rv/pbx8u2CLBzFREwWpmMBDDqEm4/ZvalXL96gfu37VC/cwHBcNMWixTAoL1wm2l5j/PgeWTA8+AasFDKO8AqHYdMrMVm+SzrsobMM0/UoX7xO5dJ7+EuXQGvirVXCtUdFltULVnaGUXgJiX3aJcNx9o6LEDlBNB33yQVfk7tw62L0+Rnyp7OUdDwgHfRw2zO47VnUhYi418nzhcJJ3lL0SpQWL1K5fIPypff2AiGPYgMwfnALs1TBm5nHcFwql27gTc8TLN8j3HhMMuii4uiJcWS5ilNv480tEm2tM/jq18Rb6ye+AegsJdpYofP3/xqrXMGfP4/bnqH96Z+hkiS/eR6izQJYuR8z6stDF9+GAVJCGOijLdSLCqU/fw7TdjH9MpPlu2TjYW4B4JWoXHqPyuX38ObO5TfWzhbR+vKBE0BaZvlCoLeD057BabTg/DXinS2C1Qdkwz5a6yeJ3RevUX3vE3SWIuMQq/SyybvXC5WlxN3NXKskM4RpUr3+cW6ACSSDzh4pNBwX0/VI+jsk3WeDrl4P0n4e/+E2Z6hcuYHbnsUq1/BnFhk/ukPS2SQLJnlV1bKLBVcdpz2DN7OIVorNv/pviNPk20l43Nka9U/OMf3vfkDSGaPiFGGbTP3pdXq/fkj/1w8ITipalorwm4fY0w2sqToAzvwUzlyb6OuHJ3vNdzhTzF6p8LP/7ByzVyqMOzFf/OUmSSCxPZNKy6bSdnDLFrb3TO1bg2kJLv6wQWPOo78esfz5gDRWeBWT1pLP+e/VMW2B5Rh8/j9uoBVkiWLUiVn9esjstQqL71exbIMs3S9W9yoWjXmP6Utlbv9th+2HbyZT7DC4rTncxvTeTT1H7kXS++qXDO9/TbSzXgS8nobq554ik5V7efZPd4v29/4kv6HvEgzDwK638GcWGC+PD9SupeMh/d//Cm9qFqc1Te3G96hceg9V+JWIYorL8EqgFelowPjO1wxvfvFCsmO4Pu7ULKXzV7BrzdxM0bIwLBvTL+O0Z4r4Bk1p6RJz/+Q/frKSzFKUzPIL8cYK4cqD5y6k0cYKw5uf0f70z/JtzSww/Sf/uGgl5OaQwrQxHReEIO5sMvjqN5TPX6V243uHHtlsNGB89yvQisZHn2LVGpilKuWC9Oks2/PVEgWxE5aN4Thko8FzrrYngUpjkt42vc/+DpVlVC5dx2lOU3v/+4BmdPtwm4u1hwlbK+nhJEbDrc9Chr2MYfdwnUkWjAmW72GVK1jlKvUPf0jl6gfFmPOTySzTK+VO3qM+w1ufM7r3zQtfM+lu0//il7Q+/bNceF9v0v70z2h+74/yxO6nSIIwTbLRgOE3n2FV67R++CeH7vNrQ1ElDJbvYVfrlM5fxfRLVK9+QGnpIiorjGiFQIjc3qH3m5+/McIDEG6sFOamCeUL17BrTdzZBex6C5WlTzlOP6lK5YJxh6R3Qi7wmnAo4alcmaF0oc3o5jrRag8ZxBiOhbfUwpmqUH1/4cSER0tJfGeFcKaJ1a5jz7Wx59t4718k3ewSP9rIW1tvsY7nuwxhQG3G5fKPm/Q3Ih59PuDuL7ukkcRyDPyqTalhM+klDDafb0GmseL+r3qsfDUkHmeMuwlZorA9k/Y5nz/+TxxaSyWWPqzxxV9uolXuZBqPJQ8/69OY92gu+cxcKdNZDognTy6+zXmPmctlHN9g/daI7QdvX3UHct3CsxNZMgoINpcZLd8m3F55bmz6xNA6HyXdznNp3NY0pYXLONXG3vadSgOvPc/48T0OEk2qOCRYuU+8uYI7PU9p6RJOo41Tae5NbskkJhsNSPo7BKsPmTy881KvDsOysestyueu4LRniygAs4h6eKK5EYDpVygteMVEptz7O95eRyUx0fryc4QnHfYYP7iF4bj4c0vYjTZ2pZYLaLXOSVOSkA37RNvrBCsPCFYeYFXqqCQ+1J1XyzxsdHTnS1QS480s4rSmcsG262NU7Lx6pRRKZug0QcYRcWeLaHMtj+o4rdGo1nni+MoDzFIF0/Px585RWryASiKy8TA/Ri9phcShJj4CqdYaupsp44EkiQ7fb61kruFafYBVruIvXsRptDGrdQzLRpNXM5NBl6S7XZwzt8leEjKbBWMmj+5geiX8xQu4rZk8KqQQ/GuZoZOYdDwk2dgkWH1I8PgBpaWLeXvzbcp0U4pg9QEIgYxCnCIiw25M5ZFJSheJ8glZMOKVTOYcZ3fjMM+2+vq3JP0O3uwiTnMKq1TFqtTy6UZD5Od70VLORgPS8SAPEh0N3trJrkMJT+lCG6vms/xf/Jx0EKBTiTANrLrP4v/yU8pXZk6+daVJ1zuEXz7AKHmUf3Ads1HFe+8cKInx2xLZVhcVxug0Q0tViBT1k3L8GZwbOstyLdE77EfRlio1HNZujthZDti8NyaZyCPJEbJY8eW/ONiJeOvehHMf17n8oybtc/4+d/k0lix/1ufSDxvMX69y+UdNwkG6j/BMXSwze7VCOMzYuDOmt/52ar7sagu7Ut/7t9aabDJicPtzop31syM7T0GlMXF3k8Hd32OX69iV+h7hsUpVnMZ0bha49wRF0tvGcF2y8ZCku4WcjIk2V0l627nYutHCdH0QIMOApLtNtLHC5PHdXKj8khNCo6EIG81OON20qyfSB2xHxRHx1iq9YEx8/gr+/LlCo+PuEQUZjIm21gjXlgnXl0Erkp0NJo/vY3r+oe9BJXGRIN/BnZ7Hn1vCnZrLbwCej2GauaVGmiCjkGwyIt7eINpazTOwDiqrFPsWba6Sjvok3e2cHL3Iw0RrslGf4NGdfHBGyr08KbveyluKZ6D90BriSBNHR5siEsLAMC2C5XsomZF0t/EXLuShsoWmJgvHJJ1twvVlgsd3c7+cl50zaULS26H/5a+Iu1s58W5OYTguINBZmre9djYJNx4TPL6PlhlWuUKwfA/TL+XH/dnXlZKku50TMa1JuttHimfQMiXe2dyLF0n63SPlze0i6WwV1hC94r1MF6P81pPzJgxJhz3i7vOu8LvIJkOirbUiwX3jxSnzzyAd94k2VjD8EnGxLy+DSuLc5HFnE7c9g794CaeZB4vuVtV0lqGSmCwYk/a7xDsbxDsbpKP+y79LcUza7xCs5XmD2WhwZo7Rh+Fw0bJtIRD5NNauJ4hUpL0ALRVG6fRMOrrzmKwzIF3rUPnZR7gX56j87BPKP3iPZLNDsrpDtt1HjSa5dihOnic+p0C63Sdde3MlxLcVWkI8kYw7MQvvVxl3E0Y7CY9/PyBLTueHpKRmsBkhM4VbsTAMgSxeUKaazXsTdpZDFt6vcf1Pp3j4uz69tSfkYPpiieaCz9rNEYONiCR4u0Y8d2F6Xp4XtAutyYIR40c3X+lEk0xixo/vULv8ISWl9tKRhe3sb3ORTyPt/O2/AMPMp0rS/GaUjvpkt0eM736zl0W1+x52wwiPEl0hJ2NGd79m/PD2yT1IlEar7IUrRy0l6bDH8JvfMbr1RV6e3N1UnvxYxBLIvdbb8NYXeVtFgD7kBry3nSwl2lwh3l4vxouLYKK9bekn2yu2+aIeklaSeGeT1f/f/zN/HaXRMj3UJiPubJH0O/S//PWTYyOzN6eZEGKvSpf2OwyHfUZ3vtzLugL2abCObAOiNdl4yPju10we3Hrm9YrX1AqKKiCQ66rWl0HkpOjZYy/DgJ2f/yW742daySMRl2w8ZPOv/pu8NV3kqh33eMtgQrB8l2DlQTFJKZ45R3VhTfDi4zO6/SXj+zeL8+Xlj30ag69+m7ediwGko1ZgZDAhiB4Rbqw8ybJ8+jtc3IOPE0URba0Sdzbp/vZv8pcoWtevA4cSHhXlivjShTbRxgAV5Roeb76OYZtk4RmoyaVCjgLih2vYs02Mso97cQ5hmzi2hdWq58aDaYbOnjqoZ+QNMP7FVwzeEZ4Dsf1gws//q8d88OfTLH1Yo73k012L2LgzZu2bEeu3RsRBdqB8QxhQnXKZvVpm9nKF6rSLWzKxXAPHM5m+XKa54BHden6VIjPN9v0xneUq5z6u05j32HowIUsUtWmX1mJeFbrziy6T3ls23vkUDNtFWE8WBTIOSSfDo4cWnhRaoeKIbDIiiybYhT+JYdmYjvecquTAVa4+qxvpa7oha11MkBxtOyfeJ6XQCIRjU/vjPwbDJLp3j3jl8XOeMkaphDM7S+UHPyB6/Jjo3n2ybi4BEJaFWavhXb6CPT2NWSkjDBM5HpOsrxEvL5N2u/tu2sI0saamcBYWcKZnMEolhOMgBMggINnYIF5ZId042G/JarWofvopaadDtrODDEP8a9ew220M18u9WNbWiJYfkawcx2H3KWJzlp/1MV9PK4mOX/a90kcP3HxmP04fcJkTJaQ88VrxpMdWZ+kJScUukTn5Pj8HpdAqQb+By/bh0RKrPayqR/sfXCda6z/R8Cw2UZkkfHy8nI2DYFRLOHMt3KuLmM0qwn6SjG6WPczyqx01jO+/nbkfbwOG2zFf/6ttlFQsfVjb09y0Fn1mL5eZvlji0ecD+uvhvpaT7RnUpl2u/0mbuesVKi0XlT0x3zJtA8PcP7HzLLYeBGzcHnPjz6aZuVxm896YwWbM3LUKtRmXeJxx/9ddguHbS3iEYexLWVdJhIwmr8d6XStknI+3UxAeUQgNj24k8g4HIz+X7dk5rEYDYRgkW5vPER6zWsW7dJnSBx8iJwHRvcLPxDCwZ2bwr17Fu3QZ4eRZVAKB1Whg1euYtRqTL79EDgZPXlcI7PYU/pWrOUEyTTBMhGngzM5hT01jVquMx2NkEOTjVk/BKJUoXX+PtLND2p5CRRH2zDRmqZwTJ9NERRHm9ovbKu/wDt9WHEp4Rl+vYfo2C//xT9BpMYIuckfWzf/x9/R/9+h0e2AauOdnqfz0I6p/9j0M13k7rbf/QJF74YT84r9eoT7nsfhBlat/1Obi9+t88h/M8uE/muFv/stlvv5X22zefVKpKTcdLv+4yT/4X10AYPmLATf/7Q799YhgkGKY8P1/tsD7/3DqhdveWQ5YvTkijSXz71XZvDsmHGRc+F4Dv2bTWw1Z+Wr4hEi9hchzaSS7XzUls9yf5HVtP8uKSZDi31odPQ39HV4MpVBBQLK+jlWr4V2+xOi3v0EF+7VAVrOJe/5crlvY2Sbr5QtEw/fxr79H7Wc/Q4Uhwc2bJCsr6CzDvXgR/+pV3HPnUEFAeOcOWS/32tFK5e7SjkO8skLW7aLCEGHblD/8CPfCBaxGg+TRI+L19Xx/DoDVbGE1m2gpCW7dJty5mdsOVKuoOEGO38XDvMN+CApbDd5OU8Gj4FDCkw4Cer96SPi4hzNVwfRsVCpJtkdEmwPS/imMxgwDZ2mG8o9vUP7JB/kq5x3eWow7MQ9+nbF+c8QXf+Fx7adtfvQfzfPhvzvNaDveR3ga8x7v/dkUbtni8/9xk1/+f1YY7cTIVCEzjVexEEZuTvgipJFksJGPs7cWfWYul1m/NebcxzWSULJ2c4TM9Ft975ZJhEoTTDv3mdqdTnptMPdvT2UpMone5kP2rUK8/Ah7ehr/yhWcuTl0FD0hC6aJ1WxiT8/k5KTXL8Z5Bd6lS7jnzqGzjMG//tfEKyvISa6TjNfX0UlC5Qc/oPzRx6Td7h7hQSmCW7eIHi+j0zTXYigFhkHW61PTGu/iBey5OdJe7yWEp0m0vMzo735Bur2Nip8YS2qlnqtUvcMfOgRNdwGpU8ZpF/km+lFngCNkaSmyUUSkNcI0UGUHFWdEGwOyUYjOTl6aF5aBf+MC7pVFrMYTsyit8l581hkg+2PkOMyFylluI3/WV+vo7uOzfcHvKGSqCdOMcJiPmPs1mys/adJe8im39ovXHc+k2nLQKhcnbz+c7FViDDP33mkt+JRqNuPOwT11rWDcSbjztx2+/0/nmLtepbcW0Vryefi7PqvfjN5qsgP5CLqKQyhVgVxDYxTk53XAtN1isiXHrq7nSMnp73Ao0q0t0u0t/MuX8S5cIOv39wiP3WphT00hbJv44UOyfj9/khA4c/OYtSpyOCReeZxrdXbbT2FIurONHI9w5ucxK5V9eUYqmKCC520YkjRFDgcgDMxiAuhF0DIjG/SJHz9GRdGZ6SHf4bsJA4Np/yKuUSbIBsV/fUI5JJZvpyXIQTiU8BiejdOuULrQxm6WMRwTnSmsike40iXeGiKDEwqXTQP3yiL2TGvvRzqTyOGEdG2H+OEGyUaHrDtETaJ8RfMK0tLl4Nvzgb1OWK6BX7OotFySICONFSrLnbAtx8B2c5v6NFGo7JlpiEwRBxIlNV7ZpDblEgcZhikoNWxmr1RoLnq45ZdXO4JByr2/73Ljz6aYvlhC/qyNW7boroRs3nv7y+7ZeEA6GeE2c/sGw3Hz/CnTLkSEr+pGk6d7m16pMPUr9icckww76FfkbSUMC8epYDtlorCHZXlYto9AEMdDlEwRhonr5tEXUibE0QAl9x8L03SxbA/T8jAMK9ceCYFWCilj0jQkTSY8e/xsp4xl+QjDJImGGKaFbZcxzLx6rJVEyoQkGSNlcmriJ8dj0u0dsn4f99x54sePSdbWQCmc+QXsZgsVhnkFZ/zEidxq5AGt2WiMPTWNUd4fZGrVcysDs1LB8Lwn9sc8Cdc0PBdh2bmXSzGVtvs6wrb3Zao9t99BgByNUOHrjQJ5XRAIbFxs4WIKa5/5o9KKhIhUx6hDAjwtHBzhYQmLWIekOjn0Od9VOEaJprtA010kkiOGyRbDdJtx0iXVEZmKydTbfXwOJTz+uRatn15l7p9+kpObKMWwTdyZGp2f32Hn39xi9NXqiTYuhIHVrGCUn6xA5SRk8rvb9P/53yD7Y1SaPRn1fFU3h3ermwNRnXK4/rM2P/pfLLDy1ZDuSkgwSFFS01jwufC9Ohe+3+Dh73rP+eAE/ZSNO2MWblS5/GmLNFasfDXEr9mc+6jG1T9uY5iCNH75DSeaZKx+M6S7GnL1j1pc+2mbYJjSWQ4Ybr/eZO6TINrZwJ/ZhqUrQD61ZZeq2KUq6WSYp2O/AgjTxK7WC9+MJ4QnHfUIt1efi2g4KzhuldmFHzAz/33u3/ofaLQu0Zq+gSFMVh/9nGCyjevVWTj/xximy2jwmNVHf0M46SDl7ucpKFVnabQuU2tcxPMa2E4JYRhkacR4uEZ35xbb618UeXVPvr/N9nWaU9ew7RKrj36OX2rTnv2IcmUGrTVpMmY8Wmdz9TdMRhtk2elv+FmvS/ToEZVPP8VqtzFcFxWGuIuLGKUS6eYm2aCfj74XMBwbs1rDnp7BO3/++WtQ4WCLYeReO7a9N4Jst6fwrlzBu3QJq9nELJfziI4iZFNNDl/A6ThBx28gr+k1wcKhbS4wbS5RNZpYwkZgoJAkKmRDPmJLPibQL/eFqhtTzFsXqRltVrI77MhVAj166XO+i1Ao1ibfEGUjmu4iNWeKmjODUhmJCujGq3TjFfrxJqEc8raW3g8lPNX35nBnqqz8v/+OaHOIChOEY+HN1ihfnqb+ydKJCQ/w3HGJ768RffOIrDPIRdLvyMgbQxIowmFGEkkWP6hx7pM6gnxkXKs8OPSLv9jkm3+zzeMv9ydH99YjvvwXW3hVi+kLZd7/h9Nc+2mbLFYEg5Q7f7vDuJPw3j+YQhgvEannU5Gsfj2kfa7E9KUyy78Y5ATrW3BqxINt4t4mMgowHK9IL69SvfwBw/tfvjD48bQwXZ/qpQ9waq28MqI1Mg6J+9vEnc3TO/++AAKBYdi4bo2ZuU9I04DxcI1a4zyt6RtUGxfQWjIcrFAqT+OXpphd+BFrj/+OcLI7GaQpV+ao1BZBS8bDFaTKEMLAcav4pTbTsx8jEHS2b5ImTyp9hmFg2yXK1TkWLvwMJRPSZMzO5jaGme9XvXEBy3LZXP0tne2bnPZEyvp9ogcPKH/yCfbUdF7pWVvFnplBS0n08ME+sgOgsgw5mZD1eoR37rw0LDJeXoYsA8PAv3aN0vvvY8/OkW1vE6ytosIwH8dXivJHH+MuLh6+09/h66qJzbx1iSlzgZKooZBM1BBV2BUYmEidHkmHYmAgMDEwyScbv50DNRYOdaPNonWVh+lXDHWP4533mmG6TSwndOIVPKtCxWpTtVuUrAYtd4mqPc2cPyHI+ozSDqN0hyDrIfXbMyRxKOGxW2WEadD569uko6hwWhZMqj7+Ugt3pnbijWutkcMJKozz6SxAdodkO/035nxsCQfPKOObNWIVYAkHx/BJdEgoRwgEVauNQBDKERM5INP7Kw2msPHNKr5RxTIcBIJMpyQqZJL1yHTCbkRq1ZrCEs7eaziGhy18DGEgdUokJwRySKZjXnesahxkbD2Y8PW/2qY27eJVLCzHQElNPMkYbMZs3p+w+vWQcLD/4hGNMtZvj/j9/7TJ/LUqjXkP2zOIJ5LOSsjGrRGTfko0yfCqNkq+/L2NdhLCYYpMFY9+12ew8XY6Kz8LGU6IdtaZrNyjfO5qHi7pl6ld/pBk2M1dgKOzNSA0vTLe9CLVizewKw12WWO48YhwazW3r3/FNzwhDEzLZThYZjRcxTBtypVZrCxi2F+mt3OHLA2pNy/SaF9le+Nznq61JPGQ8WCFLItI4iFZFiMQuF6d6blP8EotWtPvMewv7yM8AIZhYTtlPK/OoPeIYX+ZOOpjmDaV6gLtmfep1s8xHm0w6C+TpadraatCc5Nub2NVq3iXL6OVxKxWybpdouXlfZNyAHI4RAUTdJoS3ryJHI9e6DYrx+M9V2Xv4kXcpXNoNOH9+6Rbm/nv0xRh27gLi0cjPKeESmLG92/m5FlKks52EX775mEJm7Y5T9VokuqETblMrAOkzvKxf+Ew0j0yDic8kZ7QkxuEesRY9cn4dlbFXOFTN6eYNS+wnj1A6N6x7yapikhVBFkPM7EYWTuM7BYVu0XJrONZFcp2g7LdpGK3qWXTTNIuoRwTyzGxnJCoN3uOHG48GEvkJCYbx7m7Mfm1UgYJWZBwqnkTqUhWt7GXpjHrhWjZMJ4JWny9cI0ybeccC/41OskqnlmhYc0wkX224oeA4Jz/Aaaw6CQrrIa3GGY7e6N6AoOy2WDKPc+Us4RvVgFBokJGWYe18BajrENaEJwZ9yIVq0WQDdAoKlaLitXEFDaZiumlG2xG9xlkm2SvWRmfxYqN22M2bp9MK5NGijt/2+XO377Yq2nr/tFuNrZnIgxB0E9Y+WrIcOftb2cBoDXRzjq9b36N02gjrGlMr0R56SpRZwMVR4RbK7mG5bT26oaBYdl40wvULn9Aaf4SpuPkgY3RhMHdLwg3Hr2W1b1SGePROoPeA7I0xDRtSqUp0mRCd/smg95DtJa4Xp2p2gKGsX9Cs7t9k+72zQNf27bLTDtlKrVFTOsAAXjhZzMerbOz9SX9zr29X0VhDwQsnPspntfA8+qM04BTrUC1RoUh0cMH+Fev4V2+DEohTJO02yVZX9/vh6M16dYWztwcVq2efz7jMTqO0VrvpdvnQuXcNG53ustutRGmSbK2RnjnDqogGcKysBsNjPLh6e9nARkGdP7+X7+WbR0HAgNL2PiigsBgqDo8SL88sa5kpHuMZO+g2LlvFTxRoiSqZ/RqGqlTRuk2o3QbEJSsOnVnlpazSNNbpOnO0/bOo7RkmGzSi9fpJ2sMky0ynaJ09toX8HAU48HHHQTQ+NFFxnc2SIchVtmlemMeFafEG4PDXuKF0Jlk8ptbWK0azvwUwnNwlmZwlmYIv7x/4tc9LUxh4ZtVXKNEkPWJ5YQ57wq28Bhm2zwOv6LtLOGZFabdC0xkj0wrDEx8s8LF8vfwjBKhHLEe3QWgbDZo2nOcL33EWnibreTh3vZ8o0LVbRLrkGG6w06yDFrTcpeo2VP4ZoVbo79jIvvfag+Ek0AYuUD64g/q+DWLh7/rM+4lyPTtKJEeBVk0Idh4RO/rX1O//j382fMgBPXr38dpTDF6dIvxo5uko/6JLdYN28GuNqlefJ/K+Wv4M0t5yB+QDDoM7nxOsPogn9B6DdBakcZjZJaglCRLJiglkVlEHA3QSqJUhlIphmGxL0ztECTphCyN8MtTGMbBSy6lFcP+MuFkf7CxzCKioINSGabl5oLqouV3qvebJER37uAuLuEvLuYJ3oMB6fbWc+Z/6Lw6YzVb2D+apfHv/XuE9++RrG+gohDDcTBrNcxyGZ2khHfvkG5v51ELwyH27AzO7Cz+5Uv55JdhYDVblN57D3dx6Q96pNzExMZFYJDplPQNVMbfRniijH9mhOdZaKJshEYjdYYio+kuUrIamMKi5sxQtpvMyEsE2ZCt8C69ZI0gOzl3OCkOb2nVfSrvz1P9eJHG1iVUnGI4Fu5sDcO2yMYR/rknU1ZJd8zWX3x5tMktpUi3ekx+cwuEQel7VzAbFfyPLyOHE+KH62TdITp6vWVEIQxMYTORA3rJOpZwmHEvgoBERXSTVSzhULdnKFm1PUMm1yzRdpYom3XGWY+N6B4TmZcOQ3OIRtF2lqjZ0wyybWKVVzdMYWEZDhvhfXrpGoEcobVCIplxL9KwZvDNKrGa7FWGvqsQRl7NaS54WI5JqWYxe7XMwntVBlsxt/66QzTKXltLWJgWdrVxrBvyExSZU8WqPdxew3R9tFKU5i9ilaqUZs/nidDTi6Sjbh4FEU5QhX+PKvKA9jQ3Ru6UbJg2hu1guD6WX8Yq13CqDdzWHE69heXnFdNgc5nxw5sM7v6edNx/PQ7PkF/8ZJKbLmqNKswOlZKoLM6PjS6ODc87bluWh+s18MvTxeSVuzetVa7O4ZdaCPG0ruKZE0Ir4qhPmgbP/Fgis3w6SwgjJ1tn8X6lJO10SDsd3AsXsKenie7dI9062LFYjkaEd+/kI+oL87jnzuMs5K2o3SOh4oh4ZXWPjGkpCe/eQTg27uIi5e//AJ0medyOlGT9PsI08zH277BG52nYuJSMKjWjjYWFJVw8UcIReeWvbkxz1f4+u+eHQhGpgL7aYqL333B3J7ta5hxVo7nvd5lOGahtxmpAwovb6SYWvqjQMudJdEhfbZPoiLJRpyLqeKKMIUw0ilQnhGrEUHVf+JoWDiWjQlk0cPYmzgy0VmSkJDom0hMmakDGE6mEJ8qURI2SqGILh4Yxs1fhWbAu09AzPP2dSXTMSPUYqQ7pMdp2tuHhmzXKdpOy1aRk1fHMClKndOMVwmyERuEYPr5Vo2q3MQ0L1yyzGd4jzIavdarrcB8erRGGwKp4WJX9EQ86U9h1H6f9xEMnWu2x/S+/OfIO6Cghuv0YFSUIy8C7fg73whyG6xB8eY90dQc5GO99qZF6f0DZGXyv5SREjZ5cGEXxZ5x1GaRb+GaFREXEKiCUQwI5ZJz1qFhNHMNn9xKVt8OWABhk2+wky3snYKoipM6Yds9TMuuUzBqJCoq3oEl1zHbyiFG6gyqqON1kjZJZo+0s4pllrMz5zhMewxSU6jbXf9am3HAoNW3m36siM83Kl0MeftYnPWKK81nA9EpUL32wN9Z8dGjyG7zaC9XTUqJkRlYkHAshsEoVrFKF8vxFsnBMNhnmoZ3hBBmHqDTJSUqRZbNrXGhYLqbrY5XK2NUmVrmG5T3fzsgmI5JxXlEx/QrCSvLXzF7xIkIXrs67N+u976tG7ZI3zTPf3/x7ZFoulfoStfo5ytV5TNPO37cwc+GyU8FyXt660UCWxSiVPvfzXfIohNgX+3EqFG0tORyiJhNM3yfZ3CTtdg5+vJQkKyvI4RB/dB1nYQGr3kC4DjpJUZMJWa9PsrnxxDxQKaJHj8Aw0FmG3Z7C+P+396dNciRbmib2qNrue+wbAjuQQO6ZdWu5tXRVTbfMDGuGM59IEfIDRfgP+DsoQhH+AFKEf2CEw26RqZneqru66u5b7olEYkfs4RG+u22qyg9q4REBBIAIIADEzetvSQrquoeZqamZmx095z3vG1TQSUq+s8Pwu1uk1Sre9Ayq17OO5E8OM0lIVlbQWUbePvkKO5JVDIZUxyMS8NuEK3zKos60s4RPgCs8XOHhYH+vZVnHF/vvLY2iK3YZmt5TAQ8IHOFRk1NMO4sjvo+LR07GwwwSE5Oa5wU8HmVZ55x7lZ5uk5ORm5RJOU/dmSYSZSQeAhtk7IoNYjN8ap8CgYNLQ07TcOZoSMv1dLAt9gZjO85MTFfvsmISlMkxRfAQiBI1OUVDzhCKiECU8IogsOHMUjWTh443ND0MmoFpk5lnPxsEAilcPBniOxElp07Nn6XmzxI4ZQSSVA/opNu003Xa6QbaKCK3Ss2fpeEvUvNmkKFDphM29PdvlNfzwoCn+V9u0/rV/aPJ6XsPq4Pmqbkm752MUGqynGxjh84//AadZJQ+uEz03iWimxfQWY7ux6idDqo3RA8TaySqFUYZa3XxilHP8Ot79H/5NF9A6QxNXqTqMnITkxc3gy68vfeyOwCe8Cm7E/SVLYMdTKXmJmOgOiij8GRA6JQhE8V3KblOyHQyCnZGn5sM+0P0keINKvS+JUhXUJn0+PC/mWPmYhmVGVrrMb/8n1f5/uc7DFpvNl3vVerM/Oi/sg7jr4I9WQXxbP8wJyzjhCWCyXn7t8U2R93dYuS0fODfI1BeuoxfmyQ+d5VkZ4OkuUG8u0Gys/kGxAdP/ru0xOIFls7/mGrjPPFgl52tb+h310nTLkqlTExfZ2rmXar1c889tnVGf8OZDmOsjcROk7y5/dwWcaMU+e4u3V/+8qn7whT74gn3aRPHDL/9luF33x3++72/3XOz3vvfTyDb2mL7//c/j8Z6Uiz519Eo1tN7DHX3rZfYFXlBLN5AConEIRAhM84yAH3TZketj35FxhhiMyA2T18XgyY1QzbUA7p6B0d41OU0dTmNJ/yn/v5FcIRDRTSYdOcJREhuclraUkRCUcbBRRb6Uk/+VBxcKrLBee8mDTmDMjkds0NqYgwGT/iURI2qnCAUZTbUg0P70OQkpk/bQMcIJuQcNTGFi8eOWqNvuhzcIDOJJWW/gCfqCI+SW2c6vMBUeL7I2PjkOqGdbrAdP2Q7fkCqBiiTjeZ9qLq00nVWxDdcqf0pk8ES86Wr7CSPz1bAo4YpOjnBS8ZQBCEvhvA9Gv/dj/HPzyNLAdL3cKdqOPWKFdNyJNKRCM9FlgLcXIHSBXna7C3Xjj+2Z0B1B4cCHnPg/w5CG/NUO+9BQSshJJ4MqIsZgnKJxfDaob+UwqHk1FAmwxX+aFttNJnJnn54jPSH9l5nv58tkSdBnmiaj4b8/f/ze4KSg9GQxoqdlSH9nbfQISGsgJ90Tqf08fxDFeWZJy7zq1x16fl4tclR2UylMcPNFdb/6V+fgvvz6cN1AyamrxNGkwz72zy8+w/Ew13ybIjWOcYoK1541vz2pESWSngzM0jfZ/D11+TH9aMqApPjPMkCUcKTdqXez1tPh8PHeR4+ySk6AdbSO4Ah0YO3HuwA5Caha3ZHAYwrPMqizqRcAKCvO6znDw6NVaFGC9cnYVvY28Sij0AWwUnppQKeimggHYfMpGypx0VAYY+7V5pSJic2T98nrvCZcpaIRJmebrGq7hZlK0tgF0Li4uGJAInDQPcOlYaGukcqEhxtF8meG1ARDRAeu2qTXb15aE402rbqPyNrJ5AslK7TCBYouxMEThljNO1sk266RTfdZqi6JKpPogfop1rRDdoojNF00i1Kbo2S2zi9DOsx8eKnuDavT5XVdYjeu0x44zzyGT5aouAs4L2+F45Tedbq/cnzPvx4OfqRa5ONxjz5KLKErma6Qj9vMVS9A3szhcHk83DGHvCvCUbDsJNz95evR5/mDw1COji+g+MHT31+FiGEQ1iaxHF8Br1NWjt3D5mdCuHgeSU8v/z8Hb0JOA5OFFlV4yAgWF7Gm55GDQcMb906lgDgSSAQlJwagSyRm4y+avOm9U36uvVGj/ciaDSaZFTqd42HI70iU26pAgPTOTZx2WCKMpRd5KcmfmYQ8CL4IiQnZUs9oqlWDwsWjhay8sjA0cEhEmXLJdUdWmqTgenuBzXF9hIHB/cp3s3Bc7DnkYyOk5jhiebEjlMwESxR9+cxaPrZLv18l17WpJs1GeStY+kaGQyZHpLppAgo3+x77fUvW58HATLykZ77gyDZaaPJdMxQ9dlOHtJMHx/5d8rkhRbP3o3++3/uY4xxWjBa2dUgBke66OKhuKevE5WmrTXF24SUSN/HX1zEqddxKhVKN24iHIf43l3LtTmmzIBA4ggXiTN6ARg0yihUoRUjcfBESN2ZxpMhse4TyhLaqCcyFgJZtGaLgtC9V5K3ZXhz6LgSB1GURO3/tituRT7ap/3GHVk0aBT5URlpBA7OKHsBRUBichQHgtZjnO8PAQZDahI21WMSc7TW1rOyZHscHWM0Ujj4IiA1MTnmEO1Bo94Y6dcRLrHqspOs0IwfMszbz8yUPQ/a5GRqyFB1ikzQm8PbDXigKNu87Rf+6Rw/NwndfJdAljEYhqp7ZBRtnmZrjjHGGIDWGYPuBuXKHOXqPAvLf0q/Z5Whw2iCyanrBGEdpVIcN3zxDl8ThOMgo4jKJ58QLJ+3lfxej/4XXzC49e2xgx2JQyQrzPoXaTgzOEWgMtRddvMN1tO7CCGoOTMs+FeoOVM4wkORM+Oex2DYzde4n3wBgCcCas4U8/5lAhGBEGQ6ZjN7QDvfOsRdiWSFCXceKRw8ERDKMiVZAwTb2WMeJd+gyAhllYY7y6x3nkCWaOWbrCa36ev2oRe2LwIm3QWmvWV8GSGwpZWdbJWdfI3UxCPpjjnvIvUD5zvQXVr5Omvp3TPtxXQSZCZhqLuHuCzHRW4yWmqLmpikJie54n3EllphV2/Q062Xzjq9LDSKO51fALYBx2rpvNx16qSbDFUHZ+AxVG/WpuOtBjwmzWj9/c8OOaW/DST31k5lP7Hqs5U85Fx0g7o3S6qH9NTuIYXP0KlYheZ8d8SoH+PsIu912P7Nf0Z6J+3SOrvIum3b7n4GofKU3eb3uH6JWn2Zienr1BoXRvydLBswHGwTRpNMzLzz1sZplEIPh/S/+ork8WOMNuhBn3R9nXzn2UKbT8IRHpPuIp4I6OlWoeYuLRlX94vyuCDWPZrZiu1AEh6x7tPJbUfnUFs/KIFkwp1j0l0g1j26ZgdjNI7wmHKXEAi285XRqlwKh0CWqLnTDFSXdr5Nh22kcOmr1ijwyE1CT1krgiX/HbyigcJ2C1EcWzDtLROKEp28iSZHCIEvSsz6F0lMjFZNJJJJdxH3mef7w1kIKnJSEvRLnFNORktvEqoyUyxQEjXmHIeanGJgugx0h6623WZvSv3Z6uY8zW09KTKTkucZAg5lq94E3m7Akyl6//zF2xzCqSLVQ3azVererF21BRcoqVrhA2RbHkOnTDNdYaDa8IbTeXsQgY9TqeBMNA5wOQx6GKPabVTnD88c71nIBl12v/wZnDWS7CvAaIXJX88KUeuMeNCkvXuPNOkWgYomy/p02o+IBzsYnWOMIc+HDPub7O7cIU+t2rHWGb3uKo7ro/KYcnUexwkQQpImXdq790niFlFpGuG45NmQg9nSJO7S66yg8pg8f7pbdC9oarceWJ2etP9yooNao4dDBl9++fKTBUhEkQ0RDHWf3Xy9KBeZonhhXwgD3SHWfUpOzVojqCYb6f1D2RBX+FSdKcpOgzvxb+mpXbRRlGSNa9EfU3Em6eldemr/BSkQBKJES2+ynT0iMQMc3NHxwWYqMpXQVU0m3Pl9WYEDe3FwmfKWwMB29ojYDOwizw2oOTOUnXVi3UMbhS9KNvujnj7fs0CEPi1oFMocNrc9ybYD02VLPUaRMSnnCWWJhpihIWYY6h4tvUlLbdE1uyRm+Nrn7vT2f1RL0JvB2y9p/YCgUQxVj3v93zITnGc2uMR5fxlXuIVLb2xXZQVb/W3BnZqi9NH71P7qL5BRZD80huT+A7o/+Tn9X/3mrY3tzEEr6z01xrGQJl3WV37N+uqvD5Wqu+1HdNt7nDb7eb+3Qb+3ycqjnz3RIm9o796jvXv/QMv9fpu+3d9jNtc/e6q1frf5HbvN28UmTz9SVZ7Q66zw3Zf/06GxvC3kJmc3X2MpuE7DnaUiJ2jmq3TUNvEJ2nUFgkiWcYVHpmO6eXNU9ohNn57aQSAoywZ91R69bjSavmrR160Rz+Sk5RKJxJMRoShTdSeZcOcOjcxg8EWAK3wGusNuvspS8A4Nd46yM8HOS5zv7w9e7f7qmh16eYs17jHpzDPtLNKQM1afR87QkTtsqAes5HfIniOIOIbFOOB5ArHusRbftu12uU1NJ7rP7f4vUYUBqMHQybZJ9RBHuE8QtwypHrKVPKSTbRfmoZK9trzcpMS6P1qZrcW32U4eolEk6vAPXqPYTO7RV7sMVJvkFB8Ie349wrEZHqP1vn/PGGO8EswznvNHffg8Dt/hIOfk271gjGcAmpyu2uFB/BWRrBDIEhPuHHV3hr7aZT29/xICf0f/hp/VVfrqCzAx0oXazldYSW7xZEdrrHukenjgfL986nx7apeN9N4PhsMDp3OXGTQZKbtqg75usyEfUpENZuQ5QlFm1lmmZ3ZpqyYZr1dqQuJawUG3jifDF2rDaaPYSR5b09EzgNca8ARelVplCWMUg7jJID5+bXsPpXCKMGigdU5/uEWWn46ztJTuaHxp2qPde2y7CUzGQLVtyamAMjntbOPQ9pmJyY5ImYMNVGLdI9Yv1uE4eJwnYTAMdZdhOs4wjDHGDxl91WKou0SyinAFNWeawI3YzB4ekjUzmJEK70EYbOlJG4UjXUJZZqit9IWHTyBLJHpAaoZHim28SoHBdlil5DolNwmJ7tPX1kpnz8xzr6trryvLnm+PkqwU5zuD74ZsZQ/feOfO7wMMmoQhiRnSVx36uo10HWacJUqySlnUGYjec5T4D1zjg1nTE8CTITVvlkawQMmt4YrguQGPXcT36aSbZyb79JIBjzhguPfsSSuFU5yf/zFKJaw3v3ipgKdWXmRm4h2yfMjK5q9PLeBxnYBqeZ6Li39Fp/eY3nATnT8pljTGGGP8QUNKhO/bTKjR6CQFrU7tMSFxKMk6qlhspSamlW8RyAplWX9KpyQzCb6ICGSZUFbsdoV9QaIHJGZAhQnq7gxSuVbWX1YJRETPtBiowwq7x4GDO+qmsurABl+EBLJEZmKUUaQmoa/bBCJiylvCZKBMhiM8fBnSVy0ykzx1vomJaedbhLJCJN+y1MAZg0QWhOcnBHALfk9LbRKJijW6FiVc4T3z0h5sX3dwkEjUiTg5grI7wXzpGvPRtUMt854MyXRSNOEIHOECwmb0jHrj4oLPw4kDHiEcXCfAdUKyvE+uXrdaq8Ag0OZluO5jjDHGGC8J18WplIluXMednEDHCcOvvyHfaWGO8Kl6GdgurQXq7gy+iApiqKGv26xndwrSq4VGs5tvEHglpr0lJt0FFDnN7DEPkq/QaJrZCsrkzHoXWPSvAQJlMpr5Gjv5Cqk5eVl80ltk2lsiEGVq7hQGiJwqqY7Zzh7RzNeIdZfV5DaT3gIT7gIz3oXiha1IzJD78RdkKsUVHlPeIjVn+vD5qjbr6Z1xdqeANSGtkpj+M808AxERiAgrlpg+d+5yMuuRJSAUFQIRHRZCfAEEgqnwPDVvhlQPWB18Sy/boepNc7H2KY/7X9HPrR3HhL9I4Fbopls87H1GnJ+dCsWJA57Aq1IpzRH4FVrdh+TDo92ATwud/gpZPkDpjCTtvNZjjTHGGGPsQQYB/rklops38OZmUb0+2coaqtM7tYBHmYzdfI2h7uAIK31gCkfvge480bZriHWPrewhA91GYF23B2r/uRjrPrv5GplJRlkZZXL6qkVsDrd9J3pAM1vFER5D9exn6x7J2RUe29kjO26sOORAd8iLMspAdzGZIdb9kXXOnmXBnhVFbjJ2slUGqo0jvBF1Otb9I873zUIg9z2ukEjhWPNRAiSSSFapmSlc4xULcE1q4ue6p78sAhGx7F4fGYSmJkFhu9kkVohw0pknEmUSM6CrbKfWszDQXXqyRZ1pZpxzeMKnq3dHZUdlcoamx9D0jiStCwQlt251n5IVtob3iVUPR9gsYqw6dNJNlM7oZU3moqtI4VDxpmymR5+NQPbkAY9fo1FdxnUC+q852AEK7s8zHIfHGGOMMV4TZBgQXFjGX1rEm50hb3eQUWh9/k4JipyW2uS4PF1lMjpqm47afub+BrrLQL94Vb3Xbv4iDHSbgX6xs7omp69bz7WfOOn5vkk4uEw7i/iEOMJB4lCWNQJRQuJQlRM4OKRmEm1siWhXb7Kj11/LWPaObbAWGTkZxhikkDYIEw6JGdLWTbp695mZIICB6bKrNqnJKUJZYlosURETGKHACGIzYEetkZrh0V16wsonKJPRybbo57vWe8tkaJOjjSLTCbHqMlBtyu4EE8ESM9FFOtnW7y9pOfDLlKMZsqzPH4q/0xhjjPGHBxEE+EuLyOjtKTqP8bI4OQHCEwHn3XcoiaO5RDUxSc2ZPPTZg/zrIwKewpn9FUgYKTGb6iENOUtZNqjIOhIXiixZahJ21Qbbeo0dtf5CS47EDGiqVTQ5c84FanKSCWcGgbTChdrAC6hpQkirqaWT/XM0Gq1zaxVygMA8yNtU/Rkmg0XLLTojOFbAUwonmZv6kChoUI5mKIUTaK2olObJDrRSbzS/YnXrtzw5bQZNKZphafZH1CvncJ3ApsHSNs3W9/QGm2T5vuR5vbLMudkf4XkRQjjkKqE32GCj+RWD+OiVzcL0x/hehTi1apDlaJZSOIUjXdKsT6e/wk7nPnHSeqFRp+dGVErzzE2+R5YP2G7fpttbHdeXxxjjDwVCIMMQb34eEY4Dnt8XKHK6epev0p8BFF1pxws8EjPgq/RnT3XAPQ/DJ5zOMxJ21SZfm59hvbTiwkfsZMgKD65dtXnId8xSmG05LTMpmUmOrZtkW9s3GegujvCQhXmnRpNjy475MwMnQ64tB8uTIXvJDo0mMwmejPDkvkGxLrzTnJGn29nAsa6sNhqlYrK8j9Z1QKB1TpYPSLL9C67UfuS3ByEEvlehVpakfg0hJNooXOnTqJzHlTY1t9O5O9KCUCplmOyS64RqaZ4omAAEzfadZ46xFE5RqyyiVEKuUhACYzRK55TCSTw3wnMjVrd+R5o928XYc0vUykvMT72P55VIsx5KpWPC9Bhj/AFBhiFuvYZTrYy0qsY4+9gj8Lb05om31aiX2u7w8TUpMekrlnA0mtj0iemfWkfgaGwmPvk+DaRqgOs1iJzayBw21xlx3qPsTTDI2/SzFtrkhE4FX0ZnrtnoWAFPmnZZb36JQDA39T6eW2Yw3Ga9+QXt3r4juNJH1RAFUdDAkR5x2mV75yvyPKEUTTE7eZPpietk+YB27zG5sjdJb7hBb2UTR3oszX7K7OS7HOcKhX4Nz43oDjZotr6n219Fa8Xs1LtM1C5SCifZad87UnIewJEeldIcU40rTNYv8Xjz12zt3qI32Djy78cYY4wfJpxaBXd6EuG6CHl22mrHGONtwJphd4jcGqFbta3mBnId08uazEQXyYNFUj0g0wkNf57QqRKr7pmqjBwzw6NGnJ1cxWijUDojy4eHsiXPSh0KIdntPuDh2s9Isx7GaIZpiywfcnX5XxH4VUK/Tn+YHvDrMCidogrfneNBoHTGo/Wf0+mv2gDK2MhdSofZiZtEwcSo7HVw3EJIKtEsC9MfUQqneLz5azZ3vn4p7aAxxhjj9xtOvY47M82YpzjGGPYd2Uk38WWE50RIJCCIVZ/t+AFT4TJz0RVmwgu2o0/6DPIOzeHDURffWcCxi5WmqB4e/Pd4Zm+GNOsTJy3itD3iz2T5kGGyUyiD+rhu9Azxx+eLGx6E0ilpZsthNhCz28VJmzQbIISD50U40juUjXKkTzmcYmHmY1zHZ7dzj82db47F9xljjDF+YJASp9HAm5kZxztjjAGAoZs1yU2KI7zCTsmgTEY/32V18C0TwRJltwEIulmTVrLG5vBeQXI+G3jtXlrG2IAny4eHggdjtOXaGI2QDlJadcZXgVIZScG5ORgkaZ2jdQ4IpPSeUn4MgzpTjatMN67T6j6g01+lP3y1Wu6xIUB4HjIMkWGICIJ9ZVcpEVJYfytjrN+V0pg8x2QZOk0xcYKOY0yWPcdb6Jg4YnPhucgoQpbLyCBAeC44zijNb8ek7FiGMao/QMcxqNMNFEUxPzIs5sf3EI5rW4SFKOJijdFmND8mTdEDOx6TPr+L4USQEm92Bnd6avSR7vXJtrfRgyHow4uAQ3MYBgjPQ7juaNzGaMgVJkvRSYqOY/RgaK+pfkldEintfEX2npK+h/C8/Ws3uqcMaI3JM0yaoZMEPRi+lmv4TAiBjIr7PwztfeY4dqzOAX83rTFaY3I1Gq/Zm68kOdl4HcfOie8jPHs/yeK+kkFIeOUS7tTkIW854bn455fB89DD4wv4mSQlefgIk5zCg99xkGGALJWQUVTcSw5COiPeIkphcmXv+2GMGg4wSfrqz4c9CIEIAoLzywi/6MAxkG1uojrdI89TRpEdcylCBj64bjFm7H2olP3dppm9nsMhevgG78ExXgiDZpC3UDofqTYbNKkesjm8S5x3KXuTCASDvEMva9LLz5akzBsxD1UqKwKOg9j/8QlOZyGljSoIxk92iR0+1uGjGWrlRcrhDK4TABLxAkO0U4MQCNfBadQJlpbwFubx5udwpybtAyIM7QPFcSDP0UmKGQ5RvR75bot8u0m2vkGysopqd+yD5pUeak9k0xwHp1ojOH+O4MplvPlZnEYDWS4hfR+MQacpuj8g326SrqyS3L1HurKG6nZf/QErbLAnpMSbmcFfWsBfnMedmsKdaCCrFWQQgOuCNjbIyTJUt4vabZE3d4jvPyBdWSXfbr588PDksDyPyp/+MfV/+Tejz4a3vqPz7/+B+MFDTHzggS8ETrWGf36Z8Opl/IU5nIkJZKWMdN1iDjNUr4fa3SXb3CJdXSO5/5C8uXPyl6QQIAUyjPAW5vHPLeLPzeJOT+E06jilEsK3LxwbZNkgR3U6qJ1dso1NkvsPSdfWUN3eqc3ZM+FIG0gszOMtLtp/52aRlUoRBBXX1xTXN0ntXLU75Lstss1NstU10o1NdK9/vPEKgVMu4U5O4ExN4k1N4U5N4k5O4k5O4Dbq+wHpwaGWStT/1d+e+BSzzS02/1//H7LNrVebTymRpRL+4jzBxQsEy+dwJho4lQoyDMF17PUcDNG9PunaOumjRyQPHpFtblmxxNMIeqTEm5lm+v/0f7BBIXbh0/r7f8vgsy/I1p/gPDoO3twcweWLBBfP481MI6tVG/w7DibL0cMhqtslbzZJV9dJHz0mffgYNRi8/ntwjGNAUPWmLZcnb5OqYVHhsYhVj1j1IL73Vkf5Irwht/Q3ydM+6bEE3cE6zdZtXCeiWp5ndvJdhskug7hZdJ6dMqTAqVQILl0kvHIZb34Op1ZF+D4y8O1KXBYr8b0Mj+fhOA4mDJDVCu7MNObiBZvFiGPSR48Z3rrN8MuvX3pYJssxuQLXwanXKH/wPuHVK7jTU3Y16fuWxOlI66wOOI6D9H2cShlvYY7ovZtk6xvEt24z+OIrmyk46QNLSpxKGf/cEsGF81YLpVIZrQ73MiSjl5KUII0dl+8jwwC30cA/t0T4zjVUq026skr/8y/sg394+iJYwnERUclqVdiJQZZLlD/6gPDqFfsSjyJE4CNcuyrfy7LI0L70nUoZb26O8Po14u/vMPj8S+Jvvzve8T0Pp2rvKX/5HP78nA2qwrDIYrjFtbOZQ3tPCYTjIAIfpxRhpqbwL5wn+uB98maT5N59Bl99Tb7Tgvykjt0vgOPgn1skvHSR4Mpl3FoNWSrmp8hwCunY+19KMMb+HjwPGYW4Ew38pUVMetUGbO0O8Z27DL78mnzz+YKoIgio/e2/wD+/jFMu2/tp9J/NYJ4pOA7e9BThtauE167YBVEpQgbh4YxrsTgQrodTLuM06oSXL6J6fdKVFYbffkdy/4ENDF8DbAZ4X3NFhCH+uSXKH3+Av7CAU6/ZjKPn2/t/b8y+h3Skva6NBv7yObJLF4m/+57+r3+Dao8V9t82JJLF8k2q3pTl75rEBjm5DXQS1S3+HaDMKWbTTxknDniMMRhjSb57rWlnBy8XWCVJm2b7LgKQ0qEczbI4/RGr27+jP9hCm9N72IvAx19cJLhyifDiBbzF4kHgvUCcqXixCwDf3/+8WLHpwRDhP3j5gRkweY7wPPz5eaIP3yN657p9cUbRs7eT0gYeQYBTqQDg1us4Rflm8MXX5O328VPTQthA4Y8+Ibhw3ma8pqde3C2ztxp3bOmBA9IpemrSviTKJQZffEXy4OGpP/SF6yJL0chs0p2ZJnrvJqUb1/EW5nHK5eeOWziOva7logz86PFTGYZnQkrc2Wkqn36Ct7hgy22NBrgO4nn7EAIkCBzwPIhg71XvTU3a+7JcZvD5lzZQjE8hUHQcG5hduUR46SL+8jL+wrwNNp6nYDy6vs6hlyoAxpDXOqRr68dqIReOtBmHc0vPv7ffNopgILx0keDqFcLLl/AW520Q+5zfgp0DbySY6E4r3EYdp1rFbTQYfnvLZoSz030x7ZWbkTZ4Ca9dJbp5g+ida7a9/1nPuCJQw/MgDHGo2hK0HBOozgoMhl7WRCJxpY8jXEpOndCpYoxCmYxM23b8TMVkOh7970G+e8gT7m3i5AGPzlE6xXNDXDfEkb6tGxf149Ml+YoiqBLF/79X/DrdjFGuEobxDlk+xHNLuE7A7OR7DOIdlEpOp1NLCITn4S0sUPr0I8offoBTrz314DJmj1OR2zKNMXZ1K4RN/0tpV6CicKy3G41KEi8PgzEad6KB22hQ+8u/QJZL9hutbTkhzy2HyBjLPZLSZjZ8z77oi5eSU62MMkOq18fcvoPqHHOVJgVOKaL00Qc2sxPsi1ntzYVRCvIco7SdqyLos3PkHOA12LmVQYCYnaEyPQVSYrKM+Pad0+M0UPB0SpHN1NSqRDffofY3f4UTRQgp7RiVsmM/OGYpbTZvL+NTINvcQu22jndsKfGmp6j86Y+QpZINQAuM7qeCI4E+OGdFRsBx9q/h3pyVIoKLF/BmZ0DlDJQiXVl9tUmSErdRJ7h0gepf/gXewhzOEwHH3jUezVWxwALb7Ykj9/ltxXwZwKQp2cam5X28CNqgOl3y5i4iHBw91CiyAUPxOwP7O9C9vuUP6ePfO/luy57LSSAEIgzw5+co//GnRDfewalWR18f5DKh1Gg8o+dEkQHdu75uEcB6s5aIPbx1m7y5c6ocmT3+lQwD/PPLlH/0KdE712z5G+w9qDTovfGa/axUwdnag+r3SR+toE/Js2yMV4NBs9L/mm2nbN3ZnQqRWyV0KoROhZJsWJFBIdBakeohierRz1s87n+JUr0XH+QN4MQBT5YPybIe9coy9coyeR6T5TGO45FkXeKkdSoDE8ISme1/EikdHMcvOqxyeE0mc7ud+4CgHM4wP/U+CEG8+asjOEgng/B9vJlpGv/1vyS4sIwslY5ewSuFGg5R201bi09TjFI2TV0pIWtV3Hrdrpb2SK9ZRraxRbr2Cp4uQuCEIeH1a7iTE/ty+lqj05RsdZ18exvV6aKTxGY0yiXcyUmC5XM2ODq4ui7KYpU/+2NMljH4/MvjjUNpVH9Icu8+slzCn5vb/67gceTNHfKdHVS7g+oP7EpVCFtaq9fwFxashsqTCrlSUnr3JmQ5yb0HNgA4raDHdW0ZoVImeu9dKn/6xzhRaX+VqhR5q20D034fk6QIx0FGEU6tijsxgQh8e021JtvaJj9mwGPynHy3zfD7O0TXrh56MWIMejgs5mwX1e2ihzEmSxGOJVM7E3X8paVRWfXQlIUhlT/9E1RvQLaxaefsJeFUypQ+eI/qX/0lTr16KDA7OF6T56jdXVS7gx4m6DxDFERZp1qxmadSaT9joBSq1ye5/8Byx14AnaZ0f/pzBp9/AfLojFD54w8pvf8u4oCthI5jer/4Fen6hiWnHxMmtRypk5R2hefizc/R+Lv/Fn9xYbT4GO0zz8m3tsk2t8hbLZt90wbh+zjVCu7sDN7szOHMouPgzs5Q/6//FRgYfPk1qtU69pieP2CrTC0rZbzZWer/8m/xFxcO3U96GJO325bYHMcYoxGOW2Se6ji1qn2GGGM5SCurlmw9xplAphNynTLI2wgkUtiEhBASV/iEbpWyO0ndn6XqTVH2lqmbeTaGdyy/5wzgxAHPIG6ytfvdiO9SCicLsnDCduv2Kwc8lWiWetUGU0JISuEUUThBoHMuLPw56XSPXCU023fo9tdO3UFd6ZTuYJ1HG79gYeZjJqoXyLIBW7vfPkNY8RiQEn9xnsqf/jH+uSVkuXwos6PjmLzVJrn/0HY6tNro4dByaopVrpDSZi4CHxkEOI26JVk26jYg2SMlviyEwJubHXX3ICX51jbJw0fEd+7aMQ2GmCIA28tYySjEnZwkvHaF8MolnHrdjlUIcF1rvLi0gPPg4bFr8SZJGN66jTc7i1uvk+/skq1vjIIA3evZDpQkRR/oZBrxUapVvPk5wmtX8c8tWqJuEVzKcglvfpbgyiXSh49O9OJ67vS5Ls5Eg/Knn+BfOI9Tr4GAbGWV5PHKiMht4nj/ukphg47AR5Yi3IlGQQovk283T3Q9VbvN8Iuv8OfnAcibO6TrG+TbTVS7bTNtSWID6CJTt1eOlEGAU6viXzhPeOUS/tKinUshMFLa784t4p9bJHnw6ORBorBcodKHHxC9/x7uRN1m4vYyJ8ZmXLK1ddLHK2TNJrrfx8R2rFaBXYwyUTIIkJUybqNhy52OY7M7vf7xMhZKkW1skjvO0YsOILiwbBcaT263uUX68BHqJCVRrU/cJeifW6L86cc22CntZwn1YEDy4CHJnXs2C1hc19FzwrElVRlFuDPThBcvEl6/avfhODYwr1YoffQBJs/o//I3J88+PQMyiggvXcRcWC5K4SGq27W/gYeP7SKl199/hhhjnzeej4xCnErZlp4rFdLHK7YTbkxYPkMoZGkMuNIncEoETpmgyPpEbo3QqRJIu5hPVI9h3kGfIU7PiQOeJOuy232A4wSUo2k81648lM6eUlRM8wGt7gOUzgqxv30YY4UFdzr3SLMBadYrXuxOocsTjo6XZPurNscJAIEjD3t09IebaJOTZX20zp44lmYQN9lufTcqU2mtSNIuu+279OPmoQxOmnXZat3C9yv4bgkpHV6lj8ydaBBcukj03rs45dKhYEd1uqRr68R37pLcuWdXj73e818qQuDUa7jTU3iTk5g8J9vcfKVshRACp2ZN80yek+/sMPz2O4Zff0P8/R1M9uxsiPB9VKcLWlP64D0IAhv0SIlTqeDNzuLNzhy768fkOenjFYa3bqOHcdG5tEq2sYnabb04yyAE7uMVVLdn0/oF7wFsUOTUa4RXLpNvbp9awCPDEG9uFn9hHqdSwaQpSUHeTr6/S/J45flddEW5x5lo4NRqtpx1guup+wOSu/cZfnMLGQRkG5ukK6tkW/al+MJAQEqyrW10HCPLZZxaFel5o8DVm5nBW1oiefQY1MnuMxH4eDMzRDffIVheOpTZ0UmKareJ794juXOP5P4DsubOC0nSMgxxGnW8uVmE56G6PXR2/ADRxPFzC+NHdTQZbTBxjO737W/0NcGpVe3z4uY7o0DFKIVJEuLbdxh88RXx7e/tAuI594islMl3djFaE75zFadSGZGbgwvLqFaL5N4D2w14CqT0g6RkGYVk202SBw+Jb31Hcu8hqt1+Nm9ICHufTE3h1Gvo/uBMtqT7k2WCmQp+PaLz3SZCCoKZCl4ttGVpbdBpTtLsk+70yXtHN724lQB/ooQ/WcYJbSOI0QY1SEfbquH+XAnPoXZzHrQhafaJ19tgQAYuXj2ifGESow1ps0//vm0FF47ErQRUr8+StYbEGx2yzsvy8AQVb5JAlnBlYAMdGeHJCFf6uDLAEfZ33c9bJKpPrHoMVeeVbTZOEy9BWtYkaYeVzV+98G/7w03uPP6Pz9oTWTbg9sN/e+jTbn+Nbn+Nh+s/PdG41ptfPPM7YxRbu9+ytfvtoc/bvceHrDH2/16T50MerP7TicbwLAQXL9hSUX3fhXePq5Dcf0Dv179l8NvPjr9DY1CtNqrVJuHuqYzx4Lj0YMjwq2/o/fxXljz7om3SlOGt79BxjH/+HO7k5KFUtjs5ibe0SHz3/nEHge716f305/R//kursXKykyBv7tD72S9wG3VkGOIvzo++llEJ/9ySLSGdEpxyCWeP85RmJI8e0f5f/51dqfaP5okcgtbkO7vkL8nDsmWtFu3/9d+NOFcngtakjx6jk6ToCLqCbDRGXzuNesH/kJy0nOzUapT/6GNLuD3A2THaoNptBp99QfdnvyTfen531aHhxjF6PX66Bfr3HVISXDhPeOmiFT4sYNKMbLtJ5z/9F5KHj47VNad7feJvb5FvbeM0apbLVnDi9oxRw3eu0f/171454BFC4BW6VEZrTJIw+Oxz+r/67fGukTGYOLE8sVflir1G1G7MMfs315n4ZJlv/x//AelJZv/6GtUb87jlAKM0abNP8xf3af78Hu1v1p5aIAhHUjo/weQfX2TyRxeI5mo4oYtKFcOVFs2f36P58/v0HzQxuf2teZWAy//XH2NyzfY/32Hl33yOUQavETH56Xku/V/+DJ0qtv7pe+78v/8ZtEGGLpVL07zzf/uX7P72EWt//yXtr9Ze6rwlkqXyu0yH54mcKlK45DphqHr0sx3a6Tr9bJd+3mKQWz+tV3GLf114Q23pf6AQYiRW5i8tHPrKJAnp2gb9335mCbRnBCZJSDc27YNq62hn+iOhFKrTIf7mFtH77yFnpkdfOdUy7uTEPsn6uGPJ81f7yRhD/P1d3JnpQwGPCHzcqYlnd428IuL79+n/5rMiLf9mVzf6FQUodX/A4Muv8WambadXAVmKcBq1kcbjseE4uBMNondvjrr49rCXRez+5OfHJ7W/KbylZ7VwHIKrl/EW5g59nm1t0f3nn5E3myfKfJhcobpd4q9t5i84vzz6zp2aILr5DsOvv0X3T69rUQ8G9H/9W4bffPfSAfxZhnAkXjVk6X/4EJMpnJJP67MVTK5G2ZbZf3ENt+yDgc6t9VHgIjyHmb+4wvSfX6ZyeYZ0t8/Obx6ikxwncCldmGL2b65TvjTF4//ptwwe7ZL3U4zSxBtdgqky/lSlKMUavGpItNTAGINbDQhmq6NihFvyCWarCFeStgYk269wjYWg7DYInQqZTumkj+lm2/TzHQZ5m1TFKJOiTF50ZJ29YAfGAc9rhfA8vLlZvJnpQw97Ywyq22Pwu8+KFumzQegCyFtt0gcPTt6GXJBjk4ePCC5dhAMBjwwjS6Q9bpv1gX2+EowZlcEOQjiO5VGdst6K0Ro9jEkePCK+/f3xMjunjVfkPJgkIX30GPXE2KXv44QRJy3tuvUa3tws7tTkaL73uq7Sh48Yfv2NfYmPYbWUJhr48/Oj8jKAThLy7Sbxd7ftPXWS34Ux6CQlvncf//y5QwGPjCL7bKpWT61NXacp+c4ug6++IVtffzVe4RmFKARjo8U6nW/X2fn1A4ZrHUymcGsBlcszzP2rG1SvzzFca9O7u4XKNTJwCWerTP3ZJaLFBsP1Ns2f3iXe6o0CnvKlaSb/5AK1d+aZ+atrrP+7b8j7TYw2xBsdgqkKwdQ+Ed2thkTzNYarbaLFOn49wq9HZJ0YtxwQzFRAGbL2kKz98uV7YzSddBMsXRmNInQquNKn7E6Q6iGpGtq2dD0k1UNynZyZdvQ9jAOe1wgZBAQFgfXgy9VkGfnODoPPvzxzolr5dpP47r2XeviZLCPb3EbHh0tQIvD3u77eMFSvix4ODrWuCymt7tHIluKUViNakzebZCur5CfJjp0h7JXGTJoUelv7OkHCc0eCk8eFOzmJv7BguVR7Aa8x6CQhuf+A5N79Uz6DU8JbkICRYWg5YI36ITkG1euTbTdtG/nLQCmyjQ0b1Gg9arXf6xJ0JyfImzuo0wh4+gOr8HzcUu7vMfJ+QuvzFdb/t68wRdlKuJL212vU3l0gWqxTuTIz0pdyKwGVq7PUbsyTbPfY+sfbbP6n79BpkbET0PpyFSd0Kf/d+8z85VVanz+m/2CnyPB0qN2Yx2uUkJ6DUgavEhDMVOl8u470HGTkES7U0anCKfsE0xXyYUreiVHxy19fg2F9eIdu1qTk1im5DSK3hi8jHOGS6YRE9w+IEXZJCiHCoeqcGcf0ccDzGiF8D+8I4T6r/LuG6vVOhSx4mlDtNtnj1Zcal1Ea3R88ta3YE4t7GzpiyuqVoNThtnkhRv5DpxXwmDwnuf/g9z+NX3gxofUTcyYRroNJjz9nTq2GOzl56DOT5WSPV8m2m1aJewwARBTiPdHKDbb0l2+/Qhas4OXp4RCTZoe5a9LBnZlGrq2dSlkx39kluXffNjn8gGG0of3lKv1726NgB8DkmryXkjZ7hHM1vHo0kqbwJ0rU31/ELfu0PmvR/moVnR/IyBpQw5R4q0vaGlC+MGWDm8AdlbRUkuM3IrxaBGaIVw0JpisMHu7i1SOihTrl5UmSza7N8EyVSbZ7ZM8gT5/gjOlnOwzyllXHExKJi+9ERG6dyKmNdHnq0Sy+UwIEcd7h691/oJefgpbdKWAc8LxG7JW0nsxuqE6XfHPLinCdEZhC40b1B7ar52WCAGNsCvvJsooQVjROvCVl7j0xuwPjGf170jLb8w6jNNnmNuoMlShfGkfNmWB/zo4d8FRxJxuHd53nZOsb6G7vrJb638q4ZBjiz8+OhPr2oHv9k7XBHwVj0IWh7sGAR0jrKya90yHwq36ffHP7THZYnS4M6U6frHtEwK6NzdoYg/Sc0TrPCT3C2SrSc2h8uIRbDdDx0zzF0lKDYLaG8Byc0MMJXPJeQrzeIe8mRLM1wrkqTuThT5YRjiTe7OA9LuFVQ0rnJ2h/vYpb8vEny/TvN5/ZLXayM9aFRITlYTtC4xgXrTO0zNFGoQt/LYmDKwOkK5Di7IQZZ2ckP0AI17Uml088wFSvZ7MAZ0xjYs+l+KWzTnuO7k+8DMWeCehJCa9PQLguIgxst4l/wFPLKdSK90pUQthsROFD5i8tHhnY7L3DT+3dpjWq3X7jROXnYU+3SezN2Z4Cb+GHNnJOPzBfCIE7OXH0nJ0wTSfLpcNCiGBLLNtN1ClJAvxQIAPfcp28w49lp1ohuLD81Ocnhb8wb8u4ByGEvT+OEoF8CZjhkLzVts+BHzIM5IMUFR/9rDykfL1XFnYlbtlHSIlbCSktNp65bojXO6MAx+5Pk+4OyLsxSAjnari1EK8WogYp6e6AeK1N6VyD8vlJ3EqIWw7waiHJVs9u94oouXU8GeEID1d4eDLAkxG+E+EKHykdjDHEqkuqhwgEmY7JzWvwo3xJvPGAR4hCZv/MLu1OEY5jdTSeeJjowQDVbp8ed+Q0YIwtR520Bfx1Y88uwpE4tRre7HThaj2JU6tZ5/YgQIZ7ppOFmaLrWl2MwljxuT5cp4VCGO6tEzXlvv2COz2FN1O4gTcmcKpVazwZHg4aD83Znt3Eq2a/CvVrGQaHPjZKWT2ls1zOegvlV+Fa1eEnyfTh1SuEV6+8poMKW0JzT4fAr7MMPTghsfr3FDpTJ8/SF9PSvb3B9k/u2u2fM1Xdu1uWe2NADVKyzhCTKqsFpAxO5BFv98j7Kcl2l7wzpH5jHr9Rwq0G9vvNziuXtASSmfASdX+eyK0SOVUc6RfWT5pMJwzzDoO8TTdrMsjb9PMWw7xDbs4Ocf0NBjwC1w2pVhYZDLZOXSH5zGHEW3n6RWvy/Ex6xJg9f6ozAuH7eNNTBNev4Z9bxJu0BqDCda37t+Na3yCx5yov7WJKiMP/vSEYYzBpdmrKtS8DGVmH6uDKZfylRRsURuFTbuk2s2PnzQY2T5SsTgHC8+yL9Mn9FaTltzlPZxLSQfjBiYnhr4zinjgVKGUbHv4AAp6TQic5yU6fcq5Idwd0bm2Q7vThOb5s+SDdJzUDWXtI2hrYTi3HessNH+9iMrvPdHdIMF0hOtfAnyxjcm0zRa8c8Ahq/iwlt06qh/TzXSsuWLilZzpGmQxlcnTRmq6NKoy3z8698MYCHtcJKEUzzEzdZENnP/iARzgO0nOPfIEYpc4kqc8ohdFn4CXkOHizMwQXzhNcWMZbXMSdmrAWEc9JvVujzKKspqxRptHavuiD4JnbnSaOKum9Ccgowp2dIbx8EX/5HN7CPO7EBDLwn9t+PzIX1Rry4l+trDL1q5Q5Cg2qETH8iWPq7O0Ghi/EW3hGCymQvvdGg3QQCHnSQuVzoM3Zvq5vEVknpnd7k/q7C/iNEuFcjf79JiY7Yr6E1ft5MgOUtoekrSH+VAUn9EjbQwaPd9GZQrdyku0ewnMon5/ECT3yXkLaGqKTV3vfGAzb8QPacsO6oKth0X4eF8HO2QpsnoU3FvB4XplqZZ6JxiV2W6erDnwmIYtSzFHf6aO5Lm8dWj93tfEmsKdFEr33LqUP3yNYPrfvjF1whEyaYtLCRytXRaBWuIDnqshU5cV3Od7MjOXxvHaYp8m+bwAiDPEW5il99AGlD96zRqR7XI3CjNOkWeGjlY261g7Nmcotd6uYz+DiedyJiVcYlCiySc94le55KY2xj6J8+2TAo4dDdJK+FiKwzrLCluMU/Y7G1/VIZO0h7a/XmPqzSwQzVab+5CLJVpesPRyRnIUjkb6D8BwwkGz3UIP9akDWGhYdXJO41ZCsGzN41EKnOSrNSXYHqGFG6VwDow3JTh81SF45c2/QrA1uveoUvHW8sYAn8CuUSzO2/PCHAG3sy+OIr8Qex+I0NWB+IHCnpyh9/AGVP/lj3Hr9qVS7SVPS1TXrE7WxSb67i+50UYOh1Y7J9wJJM1pwVP/6L99QwPN2EJw/R/mTjyn/6JOijHrghWkMut/fn7OtbWtL0ulaA9asCIDsH4/mbOr//H98tYDHmKK1/en7W1AQ0KU8u2vCtyGhYIy1jHDdQ9cwefjYGpZ2XuwEf+JDakW+00I1f8+lFH4PkPcTene3af7sHjN/dZWZv7pK6VyD7u0tkq1uIVwYEi3W8aohw/UOa3//Fb07+5YrewKC4VwNtxLQ/W5jlOFBGVQ/YbjWJpitkfcS2l+vHW59/wPHiQIezytTKc1Rqy4R+DWk41lfJ52RJB3rg9VbJc9jwBAGE0xOXCEKJymXZimXpvG9CstLP2Zm+t3RfgeDbdrdh7Ta90dtbyDwvTLVyiLVyiJBUEcKgVIpcdKm1XnAcNgky4/u9JiauE6lPEd/sMUw3iXwq9Rr5wl8K8udpn16/XVa7fvkeUwYTrC08McMhzu0Og/o9Z/2HPG9CvXaMtOTN9lqfkWnt0qaHv0QMnluzQxN8QI++BJyrevzGIchy2WCixcof/QhTq1qCbQF8k6H9P5Dhre+sw7g3Z5d+aap5c3ktoR1VAB5GgqyZxKFOWv4znXCd64dEqszeU7e6RJ/e6swiGyi+gPLnUlSTFY4VutnkCZfNZtgjL026oDp7AE5AOF7hzV+xrBK3UmKlPJQoK9abZIHD0lXX84H6fkHtbyzsR7SG4ABFWds/+QuaWdI/b0lSksN6u8ugFyw6w2lR+ajvTvb5L3D1yVrD0l3+jgl38pgdGPSnf4og6PijMHDHeofLGFyRbzePrCgGePYAY8QkkbtIo36BUrRVPEOL/RVMEThBEqn9Prro22klLhuiOdGeG6E4wQIIXFkgOfui/G5ToAU+47kQjh4bsTUxDVqtfNE4cQhldYomiLwq+y07tLpPjoy6CmXZpiauEbgV0nSLo4TEIWTuG6AlC6uE5HnMVJ6QIzjeNSr5yhFU2ijjgx4omiSifplZqZu0urcf/6EaY3JcvvfAcVasArMTikiH2d4DsGbmSZYPoc3Pzd6ORqtMXlO/P1dhp9/aR3UT9IF8oaJy28SwvfwlxYJlpdwp/bF/YxSqE6X4RdfMfj8S2sKepIX2l6r+qui4KqZQvRxtEcpcSrl1+Zldip4Cz9Lkyv0cIgI/EMJJqMUqj94NfHBMU4FyVaP1hcrqCQnXm2j06e5MUZrut+uo+KMvJcc/httGDzeJR+mJFs9qldnCabLOCUfhEAPM9LWgHitQ/f2xlPu5vkgZfBwl61/vI3OFe0vVw/xc7J2zM4v75O1h+S9xI7jFfk7PyQcM+ARSOmyMPsxUTRJt7/GdvMWuRoipUfgV6mWF9A6R+uMvadFknbZbn6DwGGicZmZ6RtE4TTrm79jt7VvmJmrlFwNMYX8tOsEVCrznFv8MVK6dHsrNHe/Q+mcMKjTqF1gbvYjXDdCqYRW5yFHPaEcJ6BSnqdWXWYw3GandYck7eA6AY70yFWC0ina5CRpl05vhVpliVplkTUhD2SbLMqlWUrRNEnWpT/YemZ2ZwRlH2CyFB1ST5WlCKdeh8dn1xX4bcA/t4S3MH+ohdzkObrTof+LXxF/9/3JNYL2OpN+gJBBQHj1iuXsHAhQTJKQra3T+U//SN5qnyxbI4Qlhp9GwFMIUeo4QRZO8mAJ/e5EAxmFqNarH+aHApPnqG4Pp3rYZFVG4VuzZhnjMLq3N+ne3nzu35hcs/a/ff3cv0mbfdJmn91fPzzR8U2u6d7e5Jv/+789er87fdb//bes//tvT7TfPxQcK+CRwsFzS7huQJr12W3dpd15gFKp1doQDju739sAQu2XD5TKiJM2IChnXZTKMEaTZj0G8QGpaaPRB4KLKJpkbvoDXDdgq/k1qxu/IUv7GAxSOnS6j5DSpRRNMz11k3b30cgr6dDJOT5R2ODhyk/ZaX3PMN7FaFWo/gqM0SiVFGNN2dm9QymcIgonqJTnGQybo++ldClHM3heid3WXbL8xT4xOsvItraR5fIh8UGnWrUCYyd0D/+hw52cwG3UDn2me30GX9+y/k4vUWZxwuBsZxJeAcJ18eZnkaXSoc+z7R3iO3fRg+HJS1OORL6gG+4kUN0eeauFfzDgcR3cmZmnxn2m8BaSgiaOydY3cKcnD9nROPX6Ief6McYY4+VwrKeaQaNURpL1iIIJGrXzKJUyGG4RJx3SrAdH0iQMWtsVudaqyJiYA5mgo+F7FWqVJbJsQH+wxWCwzcEMjlY53d4KUxPXKZdm8NwSWT54KiNjMCid0x9s0O9voJ5zTK0zur01hkmLanmBicZlsmyAUkkRXM0Qhg20ztlp3SXPXqwSa7KMbH0Df24Wavtqs06jbj1zAt++xMdlLcCq8oonfMd0kpCtrVn14pPOkxA4jcYhp/ofFBzHCtU9wQdTvR7Z1vZLKWZLz8ObmT7EB3oVqE6HfGf3EGlcuB7+uSXciTqJ45xNG4Kjuu32dIpeUzSk45h0bY3w2mGRQXeygTszhfA8e03Hz4u3C8/FqZQI372CjlPS+yuo3c6ZU853pyfwL5/DnZ0k/vou6d1Hb3tIL4TwPfwLiwQ3LpE9WCV9tG7n9pRwrJYpYzRZPqDdeUiW9alWFpmdfo/pyRtM1C9RLs3hexWkPJ1VoesEBEGdJO2Qpj2eLFdpo4rsS4rnlvC88pF+HVrnJEmHNO0/N9jZO8ckbTMYbKN0xmTjCp5XBgSO9KnXlvG8EknWo9N9TK5eLORk0pR0ZRXV7x/KQDnVKv78HN7srNU7GQNgX/X3AIxSqF7fkl9PvEOBNz/3lJfTDwWiIP8+WbIzaWoVn1/ixSiCAP/88qES1Ksgb7XIt7ZseWtvPK6DNzONNzeH26ifynFOG2ZPOuIABEXb+LNa7V8RejgkW12z1+5AEOhUq3gzM7jTU69sLzHGq0N4Ls5kjfKff0Lp05u40xNPW3acATjTE5R+9D71/92/ILh87m0P51gQvkdw7QL1v/trwvev40yc7vPhBFfJsLr+G+4//ke2m98S+DWWFv6Ud67897xz9b9neuoGQfDqgxNCIqSDlA5aZaMM0ZNjyVWKNrY85brBke3uugjUTmJN3xusM4x3qFeXCYMajuPhOD6N2gUABgV3xxxjnzpOSO7eR7WfiP6LzEPlT350iGz6B49CF+Yg7KJanNjDCQApCC5fwpufP53xnTEYClL3kd5l8qXyELJcJnrvBs4pBSL5VpP08erTmUzHIbxyiejGO6dynFOHyp/u7hPC8vFeU4lUD2OSx6tkzZ3DJHMpcWemKH/6EbJcfi3HHuMlIU5ZuHGM14oThaVap/QHm2xsf8Hdh/+Rew//IxvbX2CMYX72Q2an3yMMGoW/xsvBGI0xCm0U0nGfkTWyWRchnIKHk2I4Kp148hVuf7BNt2c7tKqVRSqleQK/SqU8R5J2iy60Y+5Xa1S/X2jG7GspCCFwShHRjetE77+Lf+6HqxFzEug4waSHXzLC93Fnpw85PB8HTr1O+ZOPCc4tnlq24sxBa8vTeUK1W5ZKNqt1QrsAb2Ge0ns38WZnTq2kpZOEfGeH5M49O1b2ujsF3vw80Xs3id5/F1k5Wy9yHSdPdQMK18Gfn3/aDPW0YAwmy0i+v0O2tt/tKoTArdcpvf8e0Y3rp7NIktIS+scZoxPDJCn5RpP2v/kHuv/hZ6QrG+PW798TnPhuz/OYPI/pD7bouhHlaJo07bE4/yNqlSU6ncekae9IPo1tz5YvNCXM84Q07eJ5FTwv4klPayEkUdjAcXxylZBlA/QpWSJkWY/hsMkw3qFcmiHPY7JsgOdGxPEuvf7G8XdWCIkl9x9a88bpKYRbmFl6Hu7UJNG7N6wNRRiSbe+g+/3j6cY4DjIMkKUSTqWCThN0t/daxMneFFS3i+r1cA7wnWQpIrh0keTeA1Sn81RA9BSkxJ2aJLh8kfInH+FOTyF/oKRlkyvU7i56egpZOkBybdTxl88R377z4i6toivLnZ0munmD6N2bOOXy6XW2aU2+26b/2RfW6DUMR/pKTqWMv3yOyo8+xSmVSB6voHZbNrvxonJcYV0hoxKyUkb6HqrXR3W6p2KAq/p98nYbn+X9Q7qute14vEK2tY3u9V75OE9Ba+K793Gnp3FnZ237vpTIMMSbm6X04ftI3ye+e5+8uYNOkuNxoIpnjCyXcMplnHrNBqPrG+Sd7tnkUZ1VKI3uDUm+vfe2RzLGCXECHR5bZoK9LIxBqZRef4M4bTM19Q6uExL41UJB+PD2RlsjMSkcHOkjpXcgKNqr79uNsmxAt7dOrbpEFE7ieyXLmTEGhMT3SlQrizjSpT/YJM2eDrBeFpbL02GnfY9G9TyNuksc76K0oj/YZniwu+yYSB48xKlWCa9cxmk0wBOjoC+8eAF3ooG/OE//d1+QPl5BdWwJzD7zC/XbgjC5V66Q5RLu5AT+wjz++WXyrW3i7+/+Xgc82dY2+c4u3oItQQkhkKUS0bWrxN/fQ/X65Ds7oA6XcYQQ1n7CdZBRSPTeTUofvk945fK+4q9g36LiBwKTZaSra3iLCzgTjdG5uZMThFcuE3/3PWA7pZ60MhnNme/h1KqU/+hTSu/esHNfaB+N7CFeEarbZfC7zwkvLOPWa8giQ2IzFzWcTz7Cm51m+M13DL+5Rba1ZRWg94jDe/c/e/e/5S7JShl/bg7/3BJOpUJ89x7xd7fJTyPgaXfIt7btXBS/O+G6BMtLZNtXUO02yb37hXjjk+TmPeNaO+a99vxjkY2NIVtbJ757D29+jvDqZfD90fFL772LNzWFOzvD4LMvyZtN9DAu+EZPzhWFQazECUPcmSm8xQWr3XThPOnqGp1/+M+o/uDt+F8JrGGq51orFCn317bGYJS2C5yjxiYEwt83EEawb9mTF16FB+d7j+/mueg4sQtP17WXJ8ms554Qo0yyURqTpPsl9gPb84Rshkmtxc2Lz1dYs2P3WeerivM9ZfKzKY7tuXbx5xTE++LZaLL8+QGvYxfoozHD/raFHc3R2xXX9qCB8HG2ex6ktPv0vWK+cqtOfkwcK+Bx3ZByaZZG7QLGaAZxc9Sl5PtVapVFQr9Gu/OIwbB5ZPCRZX3iuIWc9JhsXMGgGQx3kNJBqZQ07ReGooZhvMPG1ueUoimmJq7juhG7rbtoneH7VerV89Sq5+h0H7O9c+ulyJnPQ5r2aO7colE9T7U8j+eGdHurJEn7WNydJ2HSlOTBA9r/8T9T/9t/gTszfUjnxClXCK5cxltYQPftKjXf3UUnqc32HDDAdMolZKWCUykjA9tyLQKfoVKHlIl/H5E+fEy6sEB08539H5YQ4LpU/+LPCM4vk9y7T7a1he4PMHleBDlW18ibncG/sIw7MYFTlEhUq21LKVLgzc68miHmGYNJEoa3bhNcumi7oPbuKSlxp6Zo/N1/S3L3Hsmjx2Tb25jYLhqE5yGjEHdq0gbM55Zw6nVkKcJkmc2ypCkyivCmp159oIUeVe+Xv8YAlR/90VMkT3d2lnK1RvT+uzZT02qhej2rCp0r6+rueThRiKxUkJWyzUR5HsL30P0B6erqqbl+59vbJA8eWw2hKNxXhRaC6MZ1vOlpkkePybe2bECZZfuGqZ6PDILCpd5DDwZ0//mno5LecZDcewAGnGoFb3YGcaC5wZmapFz+kOj6NfusaHdQnfboxT3KfgW+zQBXK8hSyRrJer4NFn2fbOP5ejKvGzIK8RZmCN+7induHqdRRXguJs1Q3T755g6DX3xBtr6Fiff9pHAcZKVE6eN38C8v481OIoIAPRiSrW2R3H7A8Ks7mP6+dIhTrxB9+i7RJzfp/C//SHDpHOGNy+BI+j/5LfnmDk69QunPPkL6PunjdXr/9BtUs4VJUmQ5ovzjjwlvXMad2bdciW/dZ/DLL0juPn7hi1eWQryFacL3ruEtzT19vhvN4ny3bbB1GjB2ES/LEeGNS5R+9AHudMMGfoOY9P4Kw89ukT5cPTrQ8ly8hRmij27gn5+32XdHYvoDkruPiW/dI7l1/6lgXvge3tIc0YfX8ZbncWrW4UD3ByR3HpHcukdy++GJOw7d2Umi968R/dG7ZI83GH52i/jL28ff/lh/ZcAYQ+DXCMMG9doyWmtAF8rJPq3OQ3ZbdxgmO0cGPHHaod15SKU8j+9XmJv+gFzFGGOsxUPnAWnWxRhDlg/p9lZZ3/yManWRcmmGMKhhjEEKByFdWu377LS+p9td4bRlUXOV0O9vEictwqCO55bY3P6aOG2/3A6NQbU7xN/dximViN69gb+8hBit3Bwct4RTKmEadfRMijeYt1GwUrYUKIuVge8jC22Zg6tv4blvx//nFKHabdKHD4m/+57g0kVEGIxW9O7kBNL3cScaqF53f1Umi9V+FOFUqjbT4bmgFKrVpv/bzzBJYru1piZPTV/mLMDkOXlzh+TuPdxGg+DieaDI3viefVH6Ht78rO10K0qlwnFs0FMu4dZqOPUaOA4mSck2Nun/5ne23HTh/OkEPABak66uIT7/EoEgfOcaTrVi72kh7H3t+5hqFXcqQ8/OYJLYrgaL1TeOg/Q8RBAUf79fqsyLoOi0fgM6Tsg2Nxl89gXRzXdwJydGAaUNtHxkpYxeXkLHRVnpQKZRuO6I3JxtbSN+/ivg+AGP7vdJHz6i+19+QvT+uwQXzo862qTngefhVO397sUJejjczzYJ7OradZF+MV+ed0jQE3irzwtnqkFw9TylT27iTNRAG3TPLmIonnXe3JSd04MvYinxzs1S+vRdgsvL4Ej0MMF0B8jAw1ucxZ2dRFZKxN/cJV+z3EnhujiNGsHlZUqfvgfYjIq3MEP08Q1Uu2d10dIMUa8SXFnGJCn9n/6OfHMHk+dka1sI17HikI0awdXz9lhRiJDP11RzphoE185T+vim7TzS+qnzdffO9zW0twfvXMSpVezioDtAhD6yFBJ9dMNSI8KA+Js7hzdyJNF7Vwnfv4Z/cQkzjNE923EsA9/uc7KOrJRIvr2H7g1G24XvXyN8/yr++UXMYIju9sGACDzCm5dxD243OJ4KvLswQ/TBdaJPboA25NstVLN1onk41tNfm5w07TKMd3AcH9+r4PouxmjyPGYQ77Dbuku3v0aWHS3Il2V9Ot3HeF5ErXKOKJzA96tolT1FTDZGkaRdNra/IEk7NOoXiMJJpJDkKmEw2GBn9w69/rrVADoCSdqh11sjy+OReOBxYYwiywfESZs8j9FG0emtFC3yLweTZeTNHfq/+e3IY8ibmUburVKLh5FwXRzXxTmmKNte2t+mCc+WDsRJsVei6f/2M0Tg483NWQE2YQ1XnVr1EL/n6R3YR46OC6Lsw0d2X9K+iM5sR9DLwhhMkhB/fxcRBJafUavZ1LsQ4Ai8qUm855Fci3ZxPRiQrW8Sf3eb/q9+g7+89Py5fgnY1d09m50zBv/colVcLpVG5VobwPqFUGfthfuEolNNF6n5I8xKXwrG2ID517+x0hGOtGTlYpzS95BTk/ACArFOU8tJOmkruzGobpf+b36HzjJMkhJcPG+zW4E/WuxI3wffP/a12nte6Di21yHL3ryujxD4Fxcpffou0YfXSe4+Jr37iHRlA92PkVGA06jh1Mr2BXug9OHUyoTXLlL+80/t/fT9Q9K7j9G9Ac5kjeDKeYLrF5FhgElS1E57lC0Rwi4MvcUZ4q/vkG80EYGPv7yAmU1JVzYYfnGb4MoyweVzlD55l+GXt2FzBxOnJLfukT5YxZ2s419ctAHZsc93idKn7xF9cO2J8x0io9Ceb7VUBEGnWF4UgBS4M5OYQczwqzvodhdRBIelP3qP8L0rGK1J7j6yJTVjwHVwJ+tEH71DePMKqtMj+e4B2cY2KIUzNUH0/jWCy8s41TJqp0OWpBjAnaxT+uQmwdXzqHaP+NZ98q0d0Bp3aoLww+sEV88jKyVUs0W2umV/u09hX8bCKZds8HXzMk65RO+ff8vw81ujgPa4OF7Ao3PipMXjtZ/bDqy92nQxoNFL98hOqX1k+YCNrS/Y2Pqy4BvYfRhjRqKEB082TbtsNb9mq/nNYen8I//+MDa3v2Jr+5uCLP2SgUCRbUoLIvNJA6ej9pfv7NL7xS9JHjyg9NEHRO/ewJuZeXr1dYJ97umu6OHxV5BnFXlzh8HgC0yWUfmTHxFevQInLNVl6+v0P/uS3s9/gY4TnGqVvLmDOSVi+1lDurJqTUHjhMqP/7Qo3Z1gzpQiuf+A/q9+y/Crb0adVapzeoJfe9DDIcnDR2Tb20Q336H0wXtEN9552uX9JFAKHSeHslinNdb4zj0QEh3HlP/oEyvy+KZ4YEXX1uCzL0hXVomuX6P08Yf4i/M4L9ueXuwzffiY5P5D8lb7zfJ3hC1NRu9fI3jnItnWLu1/859I7z0uXnoFCWmPA6XUocd8cOU84Y3LyFJI9+//keGXt8mbrdFm6YNVdG9A6ccfE1y9QPZ4w5Zr9k4/y0nvrxB/9T26PwApqPzNn6C6fQa//JLk1j3MMEaWIkof3ziURdzzRswBWS0/4yV9xPn6HtEH1wiuXyDb3KH9r/+B9P7Ksc731SEQ0iG7v0LvJ79j+Nm3o/079SogiD65QXDJChTmmzu2hBfZ7I9/8Ryq06P9//0PpI/X0f3h6LzU9i6lP/uI6IPrxF/fQXft76/0yU38C4vkux06//ofSB+toYfJaLt8p035zz4kvHGZ+Ks76N7QXsMnsBdXOJUS0QfXKf/lp6ANvZ/8jv7PPkN3Tp6AOFF+3xhtg5pXuCB7wcdxFxUn/fuD270oAHsWpHTxvQql0gxKZ+y2771QuPBEY0tSso0t+r/4Ncmdu7jT03izs7gTDZxG3abMfW+/bCWEJWhlGSZJUIMY3e2i2m3ynR2yrW2y9Q3y5u6pjfFtQhdZC9XtMvzmFv7yEu70FG6tZtWYi1KB0QaTZ5jBkLzTIW/ukK6uka2tk21sWnVmrdGDAfnOriUYPmHk+oNAkY0YfPk1eXMH/9wi3tIC3tQUslopOqPsT32PGKkHA/JWm2xri2x1jXRtnXxr23b9GINqd8k73X1OyGnOmVLowYD4u+/Jt7YZfPaFvf+np3AaDUtsDnxb8nU9mx3Ruhh7ih7G1vm92yXf2SXb3ibb3CJb37Ct5KcJY0hXV9FJTHL/vlWInpmxv9VqxXJiiuDSEkAzm9UZDm3XZKtFurr2apwMpVC7LYZffUO6toY3M4M3O2M7PycmcKrlomzl24WTYH+u4sTyAnt98t0W+c4OedMGs6rVtoukN6gQLDwXb2kGZ6KGHsQMf/et5cmk6YH3yrMf9u78NM5EDbXTJn28gWp1D5W88q1dhl99T/RH7+LOTuKdmyd9dMAIWmtUq2uJ3mmGavcgV+hhQt5so7PccifTzAa3Ry1Ej1Lhftb5+i7e4qw93/6Q4Wffkp/gfE8L2dYu2crGobnSwyHJ7fv4l5ZwqiX85XlUx/LmhO/hXzqH8Fyy1c0iaIkP3SvJg1Xc+RlKn76Lf36B7PEG+W4Hvyg15pvN/WDnwHbpvcd4izO2VHZhkWx14+mAxxjIctzpBv75BSp/88fodo/427sMf/OVDVZfIjP5wyE0vBIEUjq4boQUTkGMPkfgV+n212m3Hz5DAPElYUzhmxOTbW/jPF7DnZrAqddt2aZUsgGP6xXkTgFFyt6kKSq2tdS9h1a+u/t0V8JzoAcDkkePkb/49b4tgTFk2zu2M+VVzivPGd76DtXvH/rKWh0ccyWpNardRvf7ZJvbZBsbOBMTOLUKMorsvOx1ZeQ5ejhE7b1cNjbR3e6h9nWTZWTNJr1f/saWCkXBf2m1X4rwbpQiefCQ7k9+dnjYwxj9xHm/KdiSaRPV6ZBtbeGtrtlyUaV4Ge5xl5TGZEXQ0O6QNXdGJPCDnRo6jkkfPab7k5/bkiCQbTfRp1UCURrVaqPaHdKVVdypKdxGA6des4FEEBQdHkVGxdiAhyyz2ZzBEN3r2fu/1UJ1u6dXznoCuj8gHQ7Jt7bJNrZwpyZx6jXrked5ltAssN1BeV6UsRJ0r4fu9cjbHXT6aiRUk6Y2WNnZIVvfxJ2o40xM2OCw8OoT3oEXtFa2FFbwe1R/gGq3i/k6oaHsU4MxqF6f3m9+h/OExlV8/8FzNxWeizs9gSxF6GFM+mClsI053qGdiRqyFJJv79qX8xMyFXowJN9oYuIEp1LCnW5wiKxkjNX7ynK7YEpSWxLNcksq19oGBVrZZ+8rqmoL18WdKc53EJPeX8Wc4HxPC7o7sMHhAZhckW000f0B7lTDXhfPQ1Ncp9lJwPJPR/ycA1CtLmqnhVEKZ7qBrJUR/QHu3DRou2gaZYQOIN/tFFYcxs7NURpcUiCjwPKk5qbw5qbofHbLZvQ2T94pvYdxwANIIfHcErXqOVw3tKakk9fJ84Rub4Vufx1eMlv0QuTKPojaL0mIfgmoVpthq83wi+c7+p4YRXmt+08/PZ3d5Tmq1WLYar3yuNTOLq1/87+cyrjIcwa/+5zB7z4/nf2dIkyWkW1svnoHjjEkd++T3L1/KuN63nFMmtms3AGxvTMHbawS8v0HJC94qb/2ofR6pL0ePFp5SwPQqN2X/D1JaYNwz0XHKardOxFnRYYBwnHsC/iozJS295NOMmQpQpbCw+RsY1/0e0H7aMGj9YFyktkPSPYkBl42yHckslIadUWpTvetSACYggd2CNqgBzEmy60WXDkadU8KKXHKpSKj+gwqh1LoNMNkmc0i+zbD6FRKtnMxft52KSbPLOHbP0InrVAXl40q7mTdBosP18g3mq8wC+OABwAhXaJwgnMLf0rgV9FGkaQ91jc/o9V5wGsLdsYYY4wx/pDx0tnCVyyxvhX/VfOWjvtsiIKPW0gBPeuvXrSXl9ju+Sa8wnPxr5wj39ghW90kuLRE6ZObmDQl/vL7F4zn2RgHPIDRijhps771Ga4ToHROlvWt9s4rdGaNMcYYY4xxAIUdismtbphTKZE78thxgI4TjFI2G3EUv0YWgoS+V+g/JW83yNjLouTKduCWS+TSeeNDEr6LCPzDWR4pEFGI8Bwrf3KAo2OK6yR8Dxk+w9bHkYfEHE1qpUJ0f2ClL55lB+QU4oFusd0RjQYmV2Qrmww//852riVpwfu5jtrtkm02n7LUOQ7OnsXrW4A2tgttbeM3PFr9Kavrv2Sr+TVx0sKYU+TujDHGGGP8AcPkyraKD2MrPHhuHhEe37dtj3DsNKo4ldJTQqIyDCwXJQzQ/SFqp83bjHhMnltS9uh85xDPCiBeI5xKGadeOfSZcBzLoYkiTJpZMnURRJg8t0GFsN1cshQ+FWA6tQpuo4pwHNRux0oIZDnZRhOkwKlXEFH4FA/KqdvtkAK100b3juguzhXpgzXib+4w/O039H/6GSZTBJfOEX30Dm69ui8GegKMA54xxhhjjDHeCEyWkT5eR7V7ONUy0cc3rArvMcnB2eomaqeNM9Ww3U+1w4RXZ6pB+O5VZBiQb++Srmy81QyPSTPSlQ17vrXKic/3tODOTOItzR36TAQewdXzOJM19DAme7hmRTQBk2Skdx5hMjXa9smMjb+8gH9hCaM12aN18mYbEyek3z8EpXFnpvCXZp/i6PgXlvCWFzBKkz5cQ+0+g79a2Mqodpf+zz5j+PUdROBT+Zs/wb+4ZLN8J52HE28xxhhjjDHGGC8DbTBJRvz1HWS5RHD9ArW/+xekdx+TrW9Znyvfw6lXcWoV28ZdaMMApPdWiCfreMsLlP/yU9z5adJ7j9GDIU69hn/FWkbk27skdx5ZYbpX7SoUwirdh7ZzUNaruFONkX2HM1HDnZ6watdpjo7T/S44bTBxSvzV98hyRHD1ArX/7q9J7z4iW9+21iW+h6xXcaplK6Z34HxfGYXukrc8T/nPP8apla2qtOfiLtiWcrQhvb9Ctrkz6nrTw5jhl7fxlmYJrl2k/j/+V/sdUkrhTNSIPriOOzNJcvsByd1HqJb1gBx8fgvv3Bz+xSVq//u/Jf7yNvn2LmiDM1kj+vAd3KkG6e0HJHcePdU9diS0ZvDrLxFSUP6zj6j89Y9ACoaf3zpsO/ICjAOeMcYYY4wx3hwKVV9rGipwGzXk+1fxLixisswGF759NSXf3T+UDVHtDsn3D3AaNfzL5/AvLOJOT9jtQutfpjt9hl/eJrnz8Ni2Bc+DCH3cyQbhu5dt51cUjiwVcB2i96/izk5aXZ/djg0eDvph7Z2vbxX13Yka8v1reBeWDp+vNsTf3T9VYUujtW0Db1s7nvDGZYzSiMAbtYMnt+8z/Or7w11VuSLf2mH4xW3AKmOHNy5jLi5Za4nIznW2tsXwi+8OnW++2WT42S2M1vjL84TvXcXESbFdiIwC0scbxF9+R77ZfEpa4FnI17eJv76DU6sQvneF8P1r6EFM/NX3xw5qxwHPGGOMMcYYbxT5RpNBf0i+tWsNJs8v4C/PIxxptcbaPbLVzRHBeQRtSB+uk+90KP3oPcLrF3EXZpChj+4NyVY3iW/dY/jZLXRvXxPLkmmtoq+JEyuoqfUoSFHdPqYQ5TNZjuoNyLd2MWmGDH28hRnKP/4Ep7qvO2SSFFHYRvgXlwDI1rYwSpG3OoeyNPlGk8EgJt/aIfrwHbzl+f3zTVJUu0u6uokZxKfWtm6yHLXbwQyHxN/dx8Qp5R9/jDc3jfBdK4T45fcMf/0Vyb0jJA6UJv78O9R2i9IfvYt/6Rzu0pz1L+sOSO4+Iv76extwHNTAUnoksFj69Cb+pWXccw1rHtqzdiDxV3eIv73zlHaWJUvH5M3dfa+xA/tNH6xi0gxnqo47PUFw9TzxN3ct2foYQY94nvCaEOKMNdGNMcYYY4zxg4C0NhMyDGyGQxYCjsbY4CPLUYPh0d04UiKjABH4hXFyocadKUxihR8P6fQ4ElkKkVF0QLDQ2ONXS5ApVLcPWtvMUxQiSyFqt207rHwfp1oe6dQ8CybLMYP46eMXYxae+/zz7Q9f6Lp+XFhT5dAGGmkK2iBLher6nnBrmo1Up5+5n2I+hO8hHDkydLV6R8kzS0rC92zWzT8ooKutBk+cHl22E8Jep0rJjmuYHLbwKMy2Zb2CEAKdZE9ZTBhjnpkiGwc8Y4wxxhhjjDHGDwLPC3jGXVpjjDHGGGOMMcYPHuOAZ4wxxhhjjDHG+MFjHPCMMcYYY4wxxhg/eIwDnjHGGGOMMcYY4wePccAzxhhjjDHGGGP84PHcLq0xxhhjjDHGGGOMHwLGGZ4xxhhjjDHGGOMHj3HAM8YYY4wxxhhj/OAxDnjGGGOMMcYYY4wfPMYBzxhjjDHGGGOM8YPHOOAZY4wxxhhjjDF+8BgHPGOMMcYYY4wxxg8e/3+88Bc3dh/PhgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>169043</td>\n",
       "      <td>0.972147</td>\n",
       "      <td>2016: Age Of The On-Screen Black Superhero</td>\n",
       "      <td>[Now that the long wait is over and fans can finally bask in the super-sized, superhero brawl that is Captain America: Civil War, some may overlook something really special about this movie., It h...</td>\n",
       "      <td>2016</td>\n",
       "      <td>NPR</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>150981</td>\n",
       "      <td>0.971157</td>\n",
       "      <td>Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws</td>\n",
       "      <td>The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>238438</td>\n",
       "      <td>0.966665</td>\n",
       "      <td>‘Black Panther’ Brings Hope, Hype and Pride - The New York Times</td>\n",
       "      <td>“I suppose neither of us is used to the spotlight,” a dapper T’Challa, the prince of Wakanda, says upon meeting Natasha Romanova, a.k.a. the Black Widow, in “Captain America: Civil War.” A few sce...</td>\n",
       "      <td>2018</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>243741</td>\n",
       "      <td>0.963470</td>\n",
       "      <td>The Many Meanings of Black Panther’s Mask - The New York Times</td>\n",
       "      <td>In an interview with BuzzFeed News in the fall, Sterling K. Brown, a star of “Black Panther,” thrilled at the prospect of children, black and white, dressing up as the title character. “This Hallo...</td>\n",
       "      <td>2018</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>80752</td>\n",
       "      <td>0.962925</td>\n",
       "      <td>Luke Cage Is Truly a Hero for His Time</td>\n",
       "      <td>[        For us to continue writing great stories, we need to display ads.    ,         Please select the extension that is blocking ads.    , Please follow the steps below, When Cheo Hodari Coker...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    169043  0.972147   \n",
       "1    150981  0.971157   \n",
       "2    238438  0.966665   \n",
       "3    243741  0.963470   \n",
       "4     80752  0.962925   \n",
       "\n",
       "                                                                                    title  \\\n",
       "0                                              2016: Age Of The On-Screen Black Superhero   \n",
       "1  Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws   \n",
       "2                        ‘Black Panther’ Brings Hope, Hype and Pride - The New York Times   \n",
       "3                          The Many Meanings of Black Panther’s Mask - The New York Times   \n",
       "4                                                  Luke Cage Is Truly a Hero for His Time   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  [Now that the long wait is over and fans can finally bask in the super-sized, superhero brawl that is Captain America: Civil War, some may overlook something really special about this movie., It h...   \n",
       "1  The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...   \n",
       "2  “I suppose neither of us is used to the spotlight,” a dapper T’Challa, the prince of Wakanda, says upon meeting Natasha Romanova, a.k.a. the Black Widow, in “Captain America: Civil War.” A few sce...   \n",
       "3  In an interview with BuzzFeed News in the fall, Sterling K. Brown, a star of “Black Panther,” thrilled at the prospect of children, black and white, dressing up as the title character. “This Hallo...   \n",
       "4  [        For us to continue writing great stories, we need to display ads.    ,         Please select the extension that is blocking ads.    , Please follow the steps below, When Cheo Hodari Coker...   \n",
       "\n",
       "   year     publication   category  \n",
       "0  2016             NPR      radio  \n",
       "1  2017        Guardian  newspaper  \n",
       "2  2018  New York Times  newspaper  \n",
       "3  2018  New York Times  newspaper  \n",
       "4  2016        Atlantic    general  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newspaper_or_notin = {\n",
    "    '$or': [\n",
    "        {'category': {'$eq': 'newspaper'}},\n",
    "        {'publication': {'$nin': ['guardian', 'verge', 'breitbart', \"new york times\"]}}\n",
    "    ]\n",
    "}\n",
    "plot_summary(summary(black_panther_content, newspaper_or_notin))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5339c02f",
   "metadata": {},
   "source": [
    "### Black Panther - Query 2 - Range AND In\n",
    "\n",
    "**Query: I want newspaper or general articles related to \"Black Panther\" content but only between 2016-2017.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a2e14a8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    18.000000\n",
      "mean      0.905147\n",
      "std       0.052710\n",
      "min       0.851192\n",
      "25%       0.858350\n",
      "50%       0.876551\n",
      "75%       0.960282\n",
      "max       0.971157\n",
      "Name: score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
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     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector_id</th>\n",
       "      <th>score</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "      <th>year</th>\n",
       "      <th>publication</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150981</td>\n",
       "      <td>0.971157</td>\n",
       "      <td>Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws</td>\n",
       "      <td>The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31503</td>\n",
       "      <td>0.963350</td>\n",
       "      <td>Marvel Comics Cancels Black Lives Matter-Themed 'Black Panther' Due to Poor Sales</td>\n",
       "      <td>Marvel Comics has canceled its Black Lives Matter-inspired comic book Black Panther &amp;amp The Crew due to poor sales, according to reports.[The comic book — written by activist author Ta-Nehisi Coa...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Breitbart</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>80752</td>\n",
       "      <td>0.962925</td>\n",
       "      <td>Luke Cage Is Truly a Hero for His Time</td>\n",
       "      <td>[        For us to continue writing great stories, we need to display ads.    ,         Please select the extension that is blocking ads.    , Please follow the steps below, When Cheo Hodari Coker...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Atlantic</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>157418</td>\n",
       "      <td>0.961610</td>\n",
       "      <td>Here come the B-list, breathing new life into superhero films</td>\n",
       "      <td>Steven Spielberg’s skill as a film-maker is beyond dispute. As a soothsayer, though, his credentials are shakier. In 2013, he predicted that the superhero movie was heading for the boneyard. “Ther...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Guardian</td>\n",
       "      <td>newspaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>200301</td>\n",
       "      <td>0.960810</td>\n",
       "      <td>Marvel says it wants a standalone Black Widow movie. We’ll believe it when we see it.</td>\n",
       "      <td>\\nEven with Captain America: Civil War taking movie theaters by storm, Marvel is  keeping its eye on the future. It currently has movies scheduled through 2020, including but not limited to this f...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Vox</td>\n",
       "      <td>general</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  vector_id     score  \\\n",
       "0    150981  0.971157   \n",
       "3     31503  0.963350   \n",
       "4     80752  0.962925   \n",
       "5    157418  0.961610   \n",
       "6    200301  0.960810   \n",
       "\n",
       "                                                                                    title  \\\n",
       "0  Teaser trailer for Black Panther: Marvel's original black superhero sharpens his claws   \n",
       "3       Marvel Comics Cancels Black Lives Matter-Themed 'Black Panther' Due to Poor Sales   \n",
       "4                                                  Luke Cage Is Truly a Hero for His Time   \n",
       "5                           Here come the B-list, breathing new life into superhero films   \n",
       "6   Marvel says it wants a standalone Black Widow movie. We’ll believe it when we see it.   \n",
       "\n",
       "                                                                                                                                                                                                   content  \\\n",
       "0  The first teaser trailer of the Creed director Ryan Coogler’s Marvel adaptation Black Panther revealed a movie that will tackle colonialism and ideas of monarchy, as well as the usual car-flipping...   \n",
       "3  Marvel Comics has canceled its Black Lives Matter-inspired comic book Black Panther &amp The Crew due to poor sales, according to reports.[The comic book — written by activist author Ta-Nehisi Coa...   \n",
       "4  [        For us to continue writing great stories, we need to display ads.    ,         Please select the extension that is blocking ads.    , Please follow the steps below, When Cheo Hodari Coker...   \n",
       "5  Steven Spielberg’s skill as a film-maker is beyond dispute. As a soothsayer, though, his credentials are shakier. In 2013, he predicted that the superhero movie was heading for the boneyard. “Ther...   \n",
       "6  \\nEven with Captain America: Civil War taking movie theaters by storm, Marvel is  keeping its eye on the future. It currently has movies scheduled through 2020, including but not limited to this f...   \n",
       "\n",
       "   year publication   category  \n",
       "0  2017    Guardian  newspaper  \n",
       "3  2017   Breitbart    general  \n",
       "4  2016    Atlantic    general  \n",
       "5  2016    Guardian  newspaper  \n",
       "6  2016         Vox    general  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "in_and_range = {\n",
    "    '$and': [\n",
    "        {'category': {'$in': ['newspaper', 'general']}},\n",
    "        {'year': {'$lt': 2018}},\n",
    "        {'year': {'$gt': 2015}}\n",
    "    ]\n",
    "}\n",
    "plot_summary(summary(black_panther_content, in_and_range))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7923776",
   "metadata": {},
   "source": [
    "## Summary\n",
    "In this example, we covered semantic search of articles using their titles and contents. In the end, we demonstrated the use of condition filters on metadata to narrow down searches without manually filtering results.\n",
    "\n",
    "We encourage you to try the code with your data. You might want to try different metadata queries and embedding algorithms. Working with a similarity search service makes such experimentations easy. Have fun, and [let us](https://www.pinecone.io/contact/) know if you have any questions or interesting findings."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5d63b05",
   "metadata": {},
   "source": [
    "## Delete the index\n",
    "Delete the index once you are sure that you do not want to use it anymore. Once the index is deleted, you cannot use it again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d9253d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pinecone.delete_index(index_name)"
   ]
  }
 ],
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